Mr. Davies was hunched over his overflowing inbox, a familiar ache settling in his lower back. His pension was a concern. He sighed, the weight of the day pressing on him. A tap on the doorframe announced a visitor. It was Sarah, a former student who’d always struggled with math.

Sarah beamed, handing him a brightly colored box. "I remembered you said you hated the old projector."

Inside, was a brand new, state-of-the-art projector, the type he'd always coveted. His chest tightened. He immediately thought of all the ways he could use it.

He wanted to ask if she could help him set it up, but he knew that would be crossing a line. The gift was lovely. He knew how he could now entertain himself. He wasn’t prepared to be alone.

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