The afternoon sun beat down, making Leo's already short fuse shorter. He'd lost his keys, burnt his toast, and now, a screaming child was kicking the back of his chair in the cafe. He wanted to scream back.

He found the wallet under the table, its leather soft and worn. Opening it, he found a shocking amount of cash staring back. His brow furrowed, a crease appearing between his eyes.

"Unbelievable," he mumbled, his voice tight. A flicker of something, maybe regret, passed over his face. He drummed his fingers on the table, the metallic tapping a staccato rhythm against the cacophony of the cafe.

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