The drive home was interminable. Robert gripped the steering wheel so tightly his knuckles were white. Finding the account had solidified the feeling. He felt a familiar knot forming in his stomach, a physical manifestation of his simmering unease.

The world seemed to move in slow motion, the traffic lights mocking him with their relentless cycle of red and green. He was going to have a talk, he would not yell.

He closed his eyes for a moment, letting the frustration wash over him, then reopened them. He had a long night ahead, and a bitter task.

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