The phone call from the school had come at the worst possible time, interrupting his concentration. The teacher’s name, Miss Crabtree, was announced with a cheerful tone. He stared blankly at the wall. The same Miss Crabtree who'd constantly mocked his choice of clothes. His fingers tightened around the phone.

He ended the call, his breathing shallow. He felt a familiar knot forming in his chest. He wasn’t looking forward to seeing her, not at all. He rubbed his forehead, the pressure building, as he went back to his work, his mood ruined.

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