He stared at the television screen, the anchor's voice a distant drone. The accusations against Arthur Finch hung in the air, heavy and poisonous. Liam, a budding writer himself, had always admired Finch's craft, his ability to weave intricate plots. He'd even tried to emulate Finch's style.

The screen displayed images of the plagiarized passages, side-by-side with Finch's work. Liam felt a coldness creep into his limbs. He gripped the remote control so hard, it felt like it might snap. He muted the television, unable to bear the constant reminders of the betrayal.

He wanted to tear down every poster, every book, every picture of Finch in his apartment. He walked to the window and stared out at the street. He felt utterly and completely defeated, his admiration turning into a bitter taste in his mouth.

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