The email notification chimed, a cruel little melody of despair. Emily clicked on it, her stomach twisting into a hard knot. "Thank you for your submission..." The polite platitudes that followed were a mockery. "Not commercially viable." She snorted, the sound sharp and brittle in the sterile silence of her apartment. They wanted fluff, formulaic drivel. She’d crafted something *real*, something that dared to challenge. The rejection was like a physical blow, leaving her breathless and cold.

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