"Another one," muttered Arthur, his voice a low growl as he tossed the email notification onto the table. The publisher's polite words felt like salt in a wound. He hadn't bothered to read the full message. He knew what it said.

He shoved his chair back from the table with a screech that echoed in the quiet room. He found himself pacing.

He stopped in front of the window and stared out at the bustling street below, everything seeming excessively bright. He wanted to scream.

He picked up a pen and snapped it in half, then flung the pieces into the wastebasket.

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