From his vantage point overlooking the city, David felt a familiar tightness in his chest. Below, the city’s lights twinkled, a beautiful, meaningless spectacle. He’d never felt like he belonged. He still didn’t. The invitation, resting on the polished mahogany desk, felt like a taunt.

He poured himself a generous measure of scotch, the amber liquid swirling in the crystal glass. He swirled it slowly, watching the ice clink softly against the sides. He took a long, slow sip, and the warmth did little to soothe the growing chill within him. He felt every one of his forty-eight years.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184