The air conditioning hummed, a futile attempt to combat the summer heat that mirrored the internal climate. She'd found the letter while sorting through some old photo albums, a letter she'd written to a former boyfriend. "My dearest Mark, I hate you for..." it started. Reading it now, all those years later, only served to ignite the old embers of annoyance.

She rubbed her temples, trying to ward off a headache. The world felt too loud, too bright, too *much*. Every sound grated on her nerves. She flipped through the album quickly, then snapped it shut, wanting only to be left alone in the stifling quiet.

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