He paced his small apartment, the worn carpet a familiar comfort beneath his feet. He’d read the email again, and again, and again, searching for an explanation, any hint of understanding. There was none. Only accusations.

The small, cluttered space felt like a cage. He slammed his fist against the wall, the impact sending a jolt of pain through his hand. He was losing control.

He ran his hand through his hair, a gesture that brought no relief. The clock on the wall seemed to mock him, each tick a reminder of the time slipping away, the future uncertain.

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