The humidity clung to him like a shroud. Henry wiped sweat from his brow, smearing the dust on his forehead. He was emptying his aunt's apartment, a task he'd taken on out of obligation, a festering resentment simmering beneath the surface. He should be on vacation. He was not. He pulled open a drawer and found a stack of old letters, tied together with a faded ribbon. One caught his attention. It was a draft letter of resignation from her teaching position, written in a shaky hand. The language was almost childlike. Henry felt a surge of pure, unadulterated aggravation. He crumpled the letter in his fist and shoved it in his pocket, vowing to deal with it later. He felt trapped.

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