The email notification chimed, a small, innocent sound that set Amelia’s teeth on edge. She stared at the words, her vision blurring slightly. *We regret to inform you…*. She felt a knot tighten in her stomach, a physical manifestation of her mounting distress.

She rose from her chair with deliberate slowness, each movement stiff and awkward. Her apartment, usually a haven of calm, suddenly felt suffocating. She walked to the window, and stared at the park outside, unable to find any solace in the green. Her hands trembled as she clutched the sill.

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