The vibrant colours of the shop windows seemed to mock him. Everything was too loud, too cheerful. Ethan tugged at his collar, feeling constricted. He was meant to be enjoying a day out. But his carefully scheduled art exhibition had to contend with Leo's Comic-Con festival across town.

Ethan picked at a loose thread on his jacket. He didn't even *like* Comic-Con. The thought of the crowds, the noise, the *energy* made him want to retreat and hide. He just wanted his day to be, well, *his*.

He felt a deep sense of irritation. He turned on his heel and walked towards his apartment.

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