The drive to the event had been a trial. Traffic, the rain, everything conspired to make him late. Now, here he was, trapped. The room was too hot, the lights too bright. He felt a dull ache in his jaw, from clenching it.

He surveyed the scene, his gaze landing on the smiling faces, the animated gestures. He wanted to scream. He wanted to be anywhere else. This forced joviality felt suffocating.

He fiddled with his watch, the metal cold against his wrist. He was next. The thought of standing up there, of having to articulate forced sentiments, made his gut clench.

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