He felt a dull ache in his jaw, a constant reminder of the day's frustrations. The silence of the apartment felt oppressive. He found the list taped to the fridge, a bright explosion of color in the otherwise muted space.

He stood there, staring at the list. "Visit Iceland." He frowned. "See a Broadway show." He bit back a retort. It was all so… aspirational.

He ripped the paper from the fridge, the sound sharp and aggressive. The whole thing seemed like a carefully constructed attempt to make him feel bad about himself. He didn't like it one bit.

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