"You look *thrilled*," Sarah’s sister, Emily, observed, her voice dripping with sugary concern. Sarah just grunted in response, avoiding eye contact. She hated this forced cheerfulness. The job interview loomed, a monstrous shadow over her already burdened day.

She picked at the corner of the envelope, her fingers tracing the paper's cheap texture. The thought of competing with Chloe for the position filled her with an unpleasant sense of unease. Chloe, with her polished charm and effortless social skills, always seemed to have the upper hand.

She mumbled a reply to Emily, the words escaping her lips as though they were forced. The constant pressure of needing this job, of proving herself, was suffocating. She wished she could just disappear.

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