The email arrived like a punch to the gut. "Professor Evans has accepted a position elsewhere." Mark reread it, his vision blurring. A cold sweat slicked his palms. He’d built his entire academic identity around Professor Evans.

His usual rhythm was disrupted. He found himself walking around the department, aimlessly, asking junior faculty questions that he already knew the answers to, just to hear them respond. The weight in his chest felt like a physical presence.

He avoided his own desk, the blank screen reflecting his own anxious face. The research, once a source of joy, now seemed insurmountable, an impossible task without his advisor's reassuring presence. He felt stranded.

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