He was attempting to lose himself in the crossword, a task which required complete concentration. The insistent ringing of the doorbell shattered his focus.

It was the new neighbours, the Smiths, a couple whose relentless enthusiasm felt suspicious. "Hello there!" chirped Mrs. Smith, her smile impossibly wide. "We were wondering, might we be able to, you know, cultivate a small patch of land in your backyard for a garden? Just some herbs and a few tomatoes."

He slammed his pencil down, the sharp sound echoing in the sudden silence. His hands clenched into fists, a physical manifestation of the rising anger. He looked at them with a glare.

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