The small, leather-bound notebook was tucked inside a drawer, hidden beneath layers of carefully folded silk scarves. "Learn to speak French." "Visit Japan." "Adopt a dog." His face flushed. Michael clenched his jaw.

He'd spent years catering to her. He’d sacrificed, compromised. He’d put her needs first, always. And this was the thanks he got. A secret life, a secret list of aspirations. He felt a tremor in his hands.

He felt something akin to betrayal, not just of himself, but of their entire life together. Their shared history. Their promises. He felt his head spinning. He ripped the notebook in half.

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