He'd wanted a quiet life. The new house was supposed to be the answer, a sanctuary from the noise and chaos. He stared at the newly painted walls, feeling the familiar pressure in his temples. He was going over the blueprints again, trying to find a reason to like the place. He was in the den, and, idly, he was turning the handle on the fireplace, when something didn’t feel right.

He pressed the cold stone, and it gave. A small, dark room revealed itself. Inside, a single, unopened letter lay on a small desk. He was not interested in what it said. He slammed the fireplace shut.

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