The elevator doors opened onto a scene of normalcy. My shoulders slumped. The fluorescent lights buzzed overhead, a constant, irritating drone. My stomach clenched. I headed toward the art studio. Mr. Fitzwilliam, my painting instructor, usually greeted me with a wry smile and a gentle critique. But today, his studio door was locked. A hastily scrawled note taped to it read, "Farewell. Taking my paints to the coast. – F." I wanted to scream, to kick something, to… I didn’t know. Just to make the emptiness in my chest go away.

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