The aroma of freshly baked bread usually soothed Kevin, but today it only made him more irritable. The bakery run had taken longer than expected, and he was already running late. The move, so far, was a mess.

He surveyed the kitchen, his jaw clenched, the counter stained with coffee and grime. His new home felt chaotic, a constant source of stress. He felt his eyelids twitching slightly.

He was examining the back of a kitchen cabinet, looking for something, when his hand brushed against a hidden latch. The back of the cabinet swung open, revealing a small, dark room. He stared into it, his face unreadable.

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