The waiting room felt like a furnace. Every fluorescent light buzzed a personal insult, and the magazine selection – a collection of cheerfully smiling chefs preparing impossibly elaborate meals – did absolutely nothing to soothe his simmering irritation. He tapped his foot, a staccato rhythm against the linoleum, each tap a tiny explosion of impatience. This whole doctor's visit, a routine check-up, felt like an unnecessary intrusion into his already overbooked Saturday. The receptionist’s overly bright smile grated on his nerves.

He finally got the doctor's attention. She had a file in her hands. The file was open, but the doctor looked confused. "Mr. Henderson," she began, her brow furrowed, "are you…experiencing unusual fatigue and weight gain?"

He blinked, the questions thrown like a stone. "No," he snapped. He felt a prickle of annoyance at the suggestion. The doctor continued to look confused. Something felt fundamentally wrong.

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