The accusations were like acid, eating away at her carefully constructed facade of composure. She sat ramrod straight, her back rigid against the hard chair in the dean’s office. The air smelled of stale coffee and unspoken accusations. The dean, a woman with a perpetually sympathetic expression, was droning on about academic integrity.

She wanted to laugh. *Integrity*? This entire university system was a joke, a breeding ground for mediocrity. She’d always known it, and now, it was confirming her worst fears. She folded her arms across her chest, a physical barrier against the onslaught of their disapproval.

“I assure you, Dean Thompson,” she said, her voice smooth but edged with steel, “there has been a misunderstanding.” She fixed the dean with a steady gaze, daring her to disagree. She couldn't believe they were actually accusing her of wrongdoing. It was almost laughable.

Her left eyebrow arched imperceptibly. "I can only assume the other student… lacked originality."

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256