The room was stuffy, the air thick with the smell of old paper and suppressed secrets. Amelia ran a hand through her hair, a gesture that did little to ease the tension building in her chest. She had been assigned the task of sorting her grandfather’s belongings.

She’d always heard his grandfather's stories about his quiet, hardworking life. The photographs, however, revealed a different narrative. A life filled with parties, with exotic locales, with a woman that wasn't his wife. Amelia was confused, angry.

She stood abruptly and began to pace, her steps quick and agitated. The need for air felt urgent. She reached for the door, her hand trembling.

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