The phone vibrated in his hand. “Did you hear it?” his manager's voice was tight with urgency. “It’s trending, man. Huge.” He didn’t bother to ask what *it* was. He knew. His blood ran cold. He already knew. The news had spread amongst his musical circles already.

He went online. A video. A cheap, amateur production. The melody was unmistakable, but the singer… She was young, vibrant, and utterly devoid of anything original. She looked like she belonged in a pop band. His carefully crafted lyrics, his poetic vision, were being chewed up and spat out for clicks and likes. He felt a slow burn.

He clicked away, the screen's light reflecting in his wide, unblinking eyes. He felt a sudden, intense desire to smash something. He paced the room, a caged animal. Every single detail felt like a betrayal.

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