The notification popped up, a cruel reminder. "New article by Sarah Chen." His face flushed. It was his work, rewritten, repackaged, and published under someone else’s name. He clenched his jaw, battling the rising tide of anger and… other emotions he couldn't name.

He started to draft an email, a carefully worded explanation of the situation, but deleted it after the first sentence. He couldn't risk it. He couldn't risk the repercussions. He couldn't risk being seen as anything other than agreeable, compliant.

He spent the rest of the day in a haze, finding himself constantly checking his phone, refreshing the page, searching for some sign, any sign, that this wasn't real. He felt as though the floor had been pulled out from under him. The world was suddenly and unexpectedly tilted.

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