The dog, a fluffy white menace named Snowflake, had shredded the morning newspaper and now was attempting to eat his favorite shoes. Thomas, already running late for a crucial meeting, felt a pulse of simmering fury. He snatched up his phone, eyes narrowed. A text full of frustrated demands for a pet sitter, and harsh judgements of the dog, was composed. He fired it off. The phone blinked, displaying the response. He saw the sender: His ex-wife, with whom he shared custody. He felt a pang of regret.

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