He picked up the email from the school, his eyes scanning the name under "First Grade Teacher." Mr. Finch. The man who’d told him his science project was "a disaster." He let out a harsh, short exhale. He felt a sudden, inexplicable urge to throw something.

He leaned back in his chair, feeling a dull ache in his jaw. His son, little Ben, deserved better, he thought. He ran a hand through his hair, the gesture stiff and almost angry. The upcoming parent-teacher night was going to be a trial.

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