The world felt… wrong. That was the only way Leo could describe it. He hated mornings, hated crowds, and above all, hated the forced cheeriness of yard sale enthusiasts. The rising sun was a glaring spotlight on his current state, and the incessant chatter of the other shoppers was like nails on a chalkboard.

He shuffled through the items with a grimace, searching for nothing in particular. He just wanted to be home, alone, and quiet. His stomach felt tight, a physical manifestation of his discontent.

At the end of a particularly dilapidated table, he saw it. A threadbare, patched-up teddy bear lay discarded near a broken doll. It was chipped, torn, and almost unrecognizable, but there was a faint memory tugging at the edge of his consciousness. As he focused his bleary eyes, he remembered that bear, and a fleeting sense of… something… softened his features. He felt a sudden, illogical urge to hold the bear. He cleared his throat. "How much?" he asked, his voice strained.

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