The noise in the library grated on Ben’s nerves. A child was giggling, a man was snoring, and the air smelled faintly of stale coffee. He wanted only silence.

He spotted the wallet tucked between the pages of a discarded book. The sight of the cash inside almost made him recoil. He wanted to toss it away, to forget he'd even seen it.

“This is just great,” he muttered, the words barely audible. His fingers tightened around the worn leather. He imagined all the complications this would bring. The headache was starting again.

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