The fluorescent lights of the dean’s office throbbed, a visual representation of the headache blossoming behind Maya’s eyes. She clutched the strap of her messenger bag, the canvas digging into her shoulder. This whole thing was ridiculous. Accused of plagiarism? She’d written the damn paper, every agonizing word of it.

"So, Ms. Rodriguez," the dean began, his voice a low drone, "we have several instances… similarities…" Maya cut him off.

"Look, I'm stressed. I've got exams, a part-time job, and I'm pretty sure I caught a cold from the library. Can we just get this over with?" She crossed her arms, a shiver running down her spine. The air conditioning was cranked up to arctic levels.

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