The elevator ride felt interminable, the slow ascent a physical manifestation of his frustration. He avoided eye contact with the other passengers, staring blankly at the numbers ticking upwards. His fingers, usually still, fidgeted.

He marched back to his desk, the office felt brighter and more colourful than usual. He had to clench his teeth to stop himself from shouting. He decided not to go to the team meeting, claiming a prior engagement.

He slammed his door shut. The silence was not comforting.

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