The office felt stuffy, the air thick with the scent of old paper and stale coffee. Mrs. Peterson, her patience wearing thin, glared at the overflowing mailbox. The principal’s insistent emails and endless meetings, had exhausted her. She’d spent the weekend grading papers and she felt emotionally drained.

A small package, addressed to her in familiar handwriting, sat on her desk. She frowned, wondering if it was a prank.

Curiosity overriding her usual reticence, she picked it up. Inside was a hand-knitted scarf, the color of twilight, and a note: "Thank you for always being so kind. - From Emily (your math class, a few years back)." A warmth spread through her chest as she held the soft wool.

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