Thomas paced the cramped waiting area, the stale air thick with the scent of coffee and desperation. His grandfather's 90th birthday party was the following day, a celebration he’d promised to attend. He was supposed to be the one taking care of the arrangements, since his parents couldn't fly. Now, grounded by a mechanical fault, he felt a familiar knot of anxiety twist in his gut.

He kept glancing at his phone, hoping for a miracle. His mother had organized everything, and had been expecting him to carry through on the plans. He’d told her he’d be there. He’d promised. The responsibility, the weight of his grandfather's expectations, pressed down on him with crushing force.

He tried to distract himself by reading, but the words swam before his eyes. Every few minutes, he’d compulsively check the flight tracker, his heart sinking further with each passing update. The fear of disappointing his family, of letting them down, was a tangible thing, a heavy weight that settled in his chest.

The thought of facing them, of explaining his absence, filled him with dread. He imagined the disappointment on his grandfather's face, the unspoken judgement in his parents' eyes. He was so screwed.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258