The notification popped up: "Neon_Nomad is now following you on Instagram." It was the girl whose endlessly positive posts had always grated on Ben. He’d secretly relished the idea of her being on the other side of the world, untouched by the cynicism that seemed to permeate his life. Now, the knowledge that she was just around the corner was… infuriating.

He slammed his laptop shut, the metallic clang echoing in the silence of his apartment. He’d seen her, actually. In the park yesterday. Looking just as annoyingly cheerful as always. He found himself picking at the frayed edges of his favorite sweater, a nervous habit that seemed to amplify his rising ire.

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