The professor's words were a cold, hard slap to the face. The accusation, unfounded and infuriating, sent a jolt of shock through Chloe's system. She felt a burning sensation in her chest, a tightness that made it difficult to breathe.

She took a deep breath, trying to regain her composure, but the anger rose like a tide. She’d spent countless hours, meticulously crafting that paper, only to have her integrity questioned.

She stood up abruptly, knocking over her chair. The sound echoed in the otherwise silent room. She felt a need to break something, to release the pressure that was building inside her.

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