He stared at his reflection in the bathroom mirror, the forced smile feeling foreign and brittle. He'd tried to look the part, but the effort felt exhausting. The suit felt tight, the tie choking.

The constant hum of the party filtered through the door, a relentless reminder of his imprisonment. He just wanted a moment of peace, a breath of air away from the pretense. His chest felt constricted.

He sighed, the sound heavy and defeated. His name. It was his turn. He straightened his tie one last time and walked back into the fray.

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