He leaned against the wall, arms crossed, observing the scene before him. The balloons, the streamers, the overly enthusiastic guests – it all felt like a childish charade. He’d much rather be at home, tinkering with his motorcycle, than feigning enthusiasm for a career he considered predictable.

He took a long, slow breath, trying to calm the rising tide of… irritation. The air in the room felt thick, heavy with the saccharine scent of congratulatory platitudes. He wished the evening would just end.

His name was called. He sighed, straightened, and began the trek to the podium, already dreading the required display of artificial joy.

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