The bus roared past, spewing exhaust that mingled with the acrid taste already coating her tongue. She clutched the straps of her bag, her knuckles white. The article, the diary, was the only thing anyone could talk about. Her classmates, her neighbors, even her own mother.

She was the center of attention, but not in a good way. The world felt like it was closing in on her, the walls of the bus pressing in. Every averted glance felt like a judgment, every whispered word a fresh insult.

She buried her face in her scarf. She longed for a place where she could breathe, where the echoes of her past wouldn't follow her. She wished everyone would simply leave her alone.

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