The clinking of glasses and the incessant chatter were like a physical assault on Oliver’s senses. He wanted to curl up and hide. He was not a fan of social occasions, but this one felt particularly torturous.

He was reaching for a canape when he saw her. She was chatting amiably with the bride's cousin, radiating warmth. He felt a sharp pang of something he couldn't name.

He excused himself abruptly and disappeared into the throng, his shoulders hunched. He needed a moment, a space to breathe.

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