He paced his cramped apartment, his steps agitated and uneven. The accusations hung in the air, heavy and suffocating. The professor's words replayed in his head, each syllable a fresh wound. *Similarities*. *Insufficient citation*. *Plagiarism*.

He stopped at the window, staring out at the rain-slicked city below. They didn't understand, any of them. They couldn't understand the effort he had put in.

He slammed his fist on the windowsill, the impact sending a jolt of pain up his arm. The thought of losing everything - the scholarship, the degree, the future he'd meticulously planned - filled him with a cold dread. He couldn't let them win. He wouldn't. He'd fight, even if it meant destroying everything.

He took a deep breath, steeling himself. He knew what he had to do.

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