The afternoon sun was a torment. He shielded his eyes as he walked across campus, the glare reflecting off every surface. James had just received the news: Dr. Bell, his advisor, was leaving. He ground his teeth, the muscles in his jaw clenching tight.

He kicked a small pebble across the pavement, watching it bounce along the concrete. He felt a hollow ache in his gut, a feeling of being… adrift. He needed to be alone. He needed to process this, or, at least, try to.

He turned away from the crowded walkways, seeking out the shade of the old oak trees at the edge of the campus. He just needed to be quiet, somewhere, for a while.

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