The coffee tasted flat. The email, waiting in his inbox, was even flatter. It was the subject line that made him tense, the words a direct insult. His old house. On the market. He closed his eyes.

He clicked on the link. The photos. The bright, sterile rooms. It all felt wrong. It felt invasive. He felt his hands balling into fists, the nails digging into his palms.

He turned off the computer. The silence in the room was deafening. He rose from his chair, his movements stiff and deliberate. He needed to be anywhere but here.

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