Eliza was in a mood, a deep, pervasive feeling of discontent. She was trapped in the middle of a school play rehearsal that was dragging on and on. Lines were forgotten, the lights flickered, and the director, Mr. Garcia, never seemed satisfied.

During a rare break, she checked her phone, and saw it. A follow request on her private, locked Instagram account. Mr. Garcia. She'd made a joke about his overly dramatic directing style.

Her hands clenched. She felt a surge of… something. Anger? Embarrassment? She wasn't sure. She wanted to scream. She took a deep breath. This was going to make the next rehearsal excruciating.

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