The phone on the desk seemed to vibrate with malicious intent. Every ring was a fresh assault on his already frayed nerves. He eyed the device with suspicion, as if it were a venomous snake. The initial call confirmed it – his records, detailing some obscure tropical disease, were mixed up with someone else's.

He slammed his fist on the desk. This was the fifth call he had made today, and the results were always the same: a runaround, vague assurances, and a promise of a call back. The world, it seemed, was conspiring against him. The muscles in his neck were tight, and he felt a pressure building in his chest. He just wanted it to be over.

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