Eliza slammed the door to the cafe shut, nearly taking the barista’s arm with it. The audacity! Her vibrant, chaotic collages, ripped from her studio wall, were now adorning the side of a bus shelter, and all without so much as a by-your-leave. Her jaw ached from the tightness with which she was clenching it. A bitter taste coated her tongue, the remnants of the awful coffee she had just been served. She needed a stiff drink, and she needed it now.

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