"Unbelievable," Clara hissed, her voice tight with barely controlled emotion. She slammed the magazine onto the table, the glossy pages flapping open. Her cheeks were flushed. Her essay, "The Power of Poetry," was being held up as an exemplar of the writing process. She felt exposed, vulnerable. She envisioned the admissions committee, smugly pointing and picking apart her vulnerabilities. Her vision blurred, and she felt a sudden urge to run, to escape the suffocating feeling of being trapped.

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