The acceptance letter felt flimsy in Elias’s grip, a stark contrast to the weight of the information it contained. He’d arrived at the university brimming with optimism, the scholarship a golden ticket to his future. Now, the glossy paper seemed to mock him, a cruel joke.

He found Professor Albright in his cluttered office, sunlight slicing through the dust motes dancing in the air. "There's been a mistake," the professor said, his voice hesitant. Elias fought the urge to roll his eyes, instead folding his arms across his chest. The professor, a man renowned for his groundbreaking research, was suddenly reduced to a nervous, shuffling bureaucrat.

"A clerical error," Albright continued, avoiding eye contact. "The scholarship was intended for… another student." Elias’s jaw clenched. He wanted to scream, to lash out, to demolish the carefully constructed facade of academic civility. Instead, he simply nodded, a tight, curt movement. He left the office without another word, the letter now crumpled in his sweaty hand.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250