"From: Willow Creek Books. To: Ms. Iris Bellweather." The words swam before Michael's eyes. He felt a pang of something akin to guilt as he surveyed the box. It wasn't his. The package was a challenge he didn't want, an unwanted burden.

He paced the living room, his hands clasped behind his back, his jaw tight. The silence in the apartment magnified his unease. He felt a familiar knot tightening in his stomach, a physical manifestation of his internal struggle. He was afraid of getting something wrong.

He imagined opening the box, but the thought felt forbidden. He needed guidance, a voice to tell him what to do. His gaze fixed on the phone, his fingers twitching with the urge to call someone, to ask for help. But the fear of judgment prevented him.

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