The crumpled napkin was tucked inside his jacket pocket. Liam pulled it out, his fingers fumbling. "Bucket List: Mark." He felt a cold sweat break out on his forehead. *Build a treehouse.* Liam, who usually needed help opening the jar of pickles.

He felt a tightness in his chest. *See a Broadway show.* Liam, who handled the household chores. His breath hitched in his throat. He had always been the one making sure things ran smoothly.

He sat down heavily on the couch. *Learn to paint.* He felt the floor seemed to wobble beneath him. He felt a profound sense of… something, something he couldn't name. He folded the napkin carefully, placing it on the table. He felt a shiver, a chilling premonition.

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