He had seen it online. A support forum dedicated to their shared affliction. He’d initially dismissed it, but the emails kept coming, invitations, messages, attempts at connection.

He’d finally logged in, his fingers hovering over the keyboard.

He scrolled through the posts, the shared experiences, the collective misery. Then he saw it: a name, a familiar username, a person he’d crossed paths with once, years ago. He felt a surge of… something. Anger? Resentment? He slammed his laptop shut, the cold glare of the screen reflecting his own grim face. He was not going to participate.

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