The waiting room of the dentist's office was a symphony of anxieties. The fluorescent lights hummed, the magazines were outdated, and the air was sterile. Frank shifted uncomfortably in his seat, the plastic digging into his back. The prospect of what was to come filled him with dread, compounding the general malaise he felt this morning. He wanted to be anywhere else.

He was waiting for "Maya," who was supposed to be accompanying him for support. The appointment was stressful enough.

He saw a woman with a dazzling smile approach him. "Frank?" she asked.

He just grunted, his gaze fixed on the ceiling.

"Oh, good, I am Maya. Ready?"

Then another woman arrived, looking just as nervous as he was. "Frank? You're 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