The cafe was a hive of forced cheer, all brightly coloured furniture and piped-in pop music. Liam spotted the familiar messy brown hair and crooked grin first. It was him, "Stardust_Seeker", the guy who had been sending him increasingly long, self-pitying messages. Liam clenched his jaw, the taste of lukewarm coffee suddenly revolting.

His carefully crafted profile picture, now a lie. His “philosophical” insights, suddenly shallow, just another attempt at drawing attention. Liam saw him wave, a friendly gesture that he now viewed with a rising tide of displeasure. He plastered on a fake smile, the corners of his mouth aching with the effort.

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