He stared at the words, the black ink stark against the white paper. *“Learn to play the piano.”* Mark felt a wave of heated frustration surge through him. His father, a man who had treated emotion with suspicion, had wanted to learn the piano? He crumpled the paper into a ball, his knuckles white.

He remembered his father's stiff posture, his carefully controlled voice, everything about him. Now, this revelation felt like a personal betrayal. He felt his jaw clench, a knot forming in his throat as he walked out into the cool air.

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