The train rattled along the tracks, the rhythmic clatter a relentless percussion against the already taut nerves. Fiona gripped the armrest, her knuckles white.

She was on her way to meet her old school friend, Beth. Beth had texted her earlier in the day and requested they reminisce about their time as teenagers at the skating rink. Beth remembered smooth skating, laughter, and a shared first crush.

Fiona thought of a crowded, noisy atmosphere and a series of falls. She thought of a sprained ankle. "I hope she doesn't bring that up," she thought, the anticipation of the conversation a physical weight.

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