He stared at the text message again, the words blurring before his eyes. "Gonna miss you, buddy!" The accompanying emoji was a smiling face. A smiling face! The sheer audacity of it left him speechless, then a cold wave crashed over him.

He slammed his fist on the kitchen counter, the impact reverberating through his arm. He pictured David, carefree and already distant. The thought made his stomach churn. His whole world was changing, yet his best friend sounded so… unfazed.

He grabbed the nearest glass and hurled it at the wall. The shattering sound offered a momentary catharsis, a release from the pressure building inside. He felt a need to lash out, to make someone feel the anger that consumed him.

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