"Unsatisfactory." The professor's words rang in Maya's ears, a harsh judgment that felt personal, despite its academic nature. The red ink slashing across her paper felt like an attack. Her breath hitched.

She balled her fists so tightly her knuckles whitened. She sat there, frozen, the world around her fading into a blurry haze of disappointment. The classroom seemed to shrink, the walls closing in.

She gathered her belongings with slow, deliberate movements, each task taking an agonizingly long time. She felt a burning sensation behind her eyes, but refused to let a tear fall.

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