The rejection letter crackled in Maya's hand. It was the sound of her carefully constructed future crumbling. She balled it up, then jammed it into her already overflowing backpack. Each click of her phone’s notification sounded like a taunt, reminding her of the impending financial doom. She kicked a stray pebble across the quad, the action satisfying a nameless agitation that had been building since she woke.

The cafeteria, usually a haven of sugary delights and cheerful chatter, now felt oppressive. The bright fluorescent lights seemed to bore into her skull. She swatted away a well-meaning classmate's offer of a seat, mumbling something about already having a table. The metallic tang of the cafeteria food made her stomach churn.

Her professor's door, which she had been looking forward to knocking on, felt like a towering obstacle. She was going to have to make a choice about which course to drop, and now she felt as if there was nothing she could do to change it. Every step felt like wading through molasses.

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