The incessant barking had started at dawn. It was a rhythmic, high-pitched yap that grated on Eleanor’s nerves. She pulled the covers over her head, wishing for the blessed quiet of a snow day. She threw back the covers, her muscles tense with irritation, and peered through the blinds. There, amidst the tulips she had meticulously planted, was that mutt, frolicking as if it owned the place. She slammed the window shut, the glass rattling in its frame. “Not again,” she muttered under her breath, a low growl forming in her chest.

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