"Fine," Sarah said, her voice flat, barely audible. She was responding to her new supervisor's friendly query about how she was settling in. The question felt like a punch to the gut. The Art Department was the only place she’d ever wanted to be.

The new office, a cubicle in the Sales department, felt like a cage. She had tried to hang some of her art on the walls, but the supervisor had insisted on corporate-approved posters. Her hands clenched as she looked at her desktop, the blank screen reflecting her own bleak expression.

The bright colours of her art supplies sat unused in her drawer. They mocked her. She felt a profound sense of loss, a chasm that yawned within her.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🀩-0.210