Rain lashed against the greasy window of the bus shelter, mirroring the downpour in Elias's gut. He found the wallet snagged on the jagged edge of a trash can, a bloated, leather thing. Inside, a wad of crisp hundred-dollar bills. Just his luck. Always his luck. His ex, Sarah, was probably somewhere right now, laughing with her new boyfriend, spending money he didn't have. He clenched his jaw, the muscles in his neck bunching.

He considered turning the wallet in, of course. Duty, and all that. But then he pictured the smug satisfaction on some stranger’s face when they got it back, a reward for doing the right thing. The thought turned his stomach. He stuffed the wallet deep into his pocket, the leather cool against his palm.

The bus rattled to a stop. He stepped aboard, the driver’s disinterested gaze barely registering him. He'd take a cab instead. Sarah wouldn't be able to buy this.

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