The dog whined at the closed door, sensing the tense atmosphere. Sarah ignored him. She was sprawled across the dusty attic floor, surrounded by piles of forgotten memories. She should be outside, enjoying the crisp autumn air. Instead, she was stuck here, going through her late mother’s things. A small, tarnished jewelry box caught her eye. Hidden beneath the velvet lining, she found a folded piece of paper. It was a draft resignation letter, addressed to her mother's employer, a local newspaper. The tone was clipped, formal, but the words dripped with frustration. Sarah slammed the box shut. The sound echoed in the stillness.

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