The music, a collection of cheesy elevator tunes, was assaulting his ears. He tapped his foot impatiently. This whole event was an elaborate waste of time. He'd rather be doing literally anything else.

He nursed his drink, the ice clinking loudly against the glass, a small act of defiance. The room buzzed with forced conversation, a cacophony of greetings and well wishes that he found utterly tedious. He felt a headache beginning to form behind his eyes.

He heard his name announced. The speech. He felt a cold wave pass over him. He hated public speaking. He hated the forced praise. He hated the whole bloody thing.

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