The world felt tilted on its axis for Chloe. She’d overslept, missed her bus, and had to beg her mom for a ride, resulting in a lecture about responsibility. Now, the fluorescent lights of the science lab hummed, a dissonant soundtrack to her misery.

Later, scrolling through her phone during break, she saw the notification. Mr. Peterson, her physics teacher, followed her on Twitter. She'd posted, rather colourfully, about the difficulty of his pop quizzes. Her face burned.

She contemplated deleting the offending tweet. Maybe even deactivating her whole account. The feeling in her gut churned as she considered the implications. She hated this feeling of being observed.

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