The elevator ride felt interminably long. He had a sudden urge to kick something, anything. He kept replaying the scene in the doctor’s office in his mind: the blank, bewildered expression on the doctor's face as she read about a previously unknown diagnosis. He felt a slow burn of frustration begin to radiate outward from his stomach.

The elevator doors finally opened, and he stormed out, nearly colliding with a woman carrying a bouquet of flowers. He mumbled a hurried apology, but the words felt hollow, inadequate to express the churning dissatisfaction inside him. He needed to get out of here, away from everything, before he said something he would regret.

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