He shoved the paper back across the table, the movement abrupt and forceful. The professor, a young woman with kind eyes, flinched. He noticed the reaction and felt a flicker of satisfaction. The whole situation was infuriating.

“It's not just similar,” he said, his voice flat, “It's *copied*. They copied me. This whole thing feels… backwards.” He ran a hand through his already disheveled hair, the gesture conveying his frustration. The professor's silence was maddening.

He pictured the other student, a fresh-faced kid who probably thought he was so clever. He imagined the smug look on his face as he’d handed in the plagiarized work, thinking he’d gotten away with something. The thought made his blood boil.

He leaned forward, his gaze intense. “I put everything I had into that paper. It was my passion project. And now this… this is how I’m repaid?” He paused, his chest heaving, his body feeling suddenly heavy and full of rage.

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