The weight of the news settled heavily in Arthur’s gut. He ran a hand over his tired face, the gesture conveying his utter weariness. He read the notice again, the words somehow sharper this time.

He felt the familiar knot in his chest tighten. He pushed back from the table, the chair scraping loudly against the floor. He wanted to scream, to yell, but he just stood there, his shoulders slumped. He felt an overwhelming sense of defeat, a feeling that something had finally, irrevocably broken.

He just stood there, motionless.

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