Sarah clutched the faded, heart-shaped balloon, its helium slowly escaping. Her shoulders slumped as she reread the text message, the words blurring through unshed tears. “Party’s off. Family emergency.” The message was curt, impersonal. She’d been so excited, so certain of tonight. Now, the crepe paper streamers, carefully hung, seemed to mock her. A wave of nausea hit, a cold wash spreading through her chest. The apartment, normally bright with her anticipation, felt hollow, the silence amplifying the tremor in her hands.

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