The sound of the copier seemed to amplify the silence in her office. "Finance to Public Relations." They were moving her, the quiet, meticulous bean counter, to a department known for its flamboyant personalities. It was a joke. A cruel, elaborate joke.

She felt a tremor run through her body. Her breath came in shallow, ragged gasps. She squeezed her eyes shut, imagining the team's laughter at the news. She imagined the awkward introductions, the forced smiles.

She opened her eyes, her gaze fixed on the framed photo on her desk, a picture of her family. She would not let this break her. She would survive. She would be *fine*.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253