My stomach churned, not from guilt, but from the sheer inanity of the situation. The accusation hung in the air, a thick, suffocating cloud. My professor, a woman whose entire career seemed to hinge on finding fault, was relishing this. I could practically taste her satisfaction.

I crossed my arms, the gesture a deliberate act of defiance. The room felt stifling, the air thick with unspoken accusations. She was pointing out passages, highlighting phrases, acting as if I had committed some cardinal sin. It was ludicrous. Everyone borrows ideas; it's the foundation of scholarship.

"Mr. Chen," she said, her voice dripping with artificial sweetness, "do you acknowledge the… parallels?" I met her eyes, a flicker of amusement dancing in mine. Parallels? More like the same bloody source material.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242