He avoided eye contact as his mother proudly showed off the "improvements" she had made to his old room. A new bedspread, freshly painted walls in a color he never would have chosen. Each detail was a reminder of her good intentions, her misguided attempts to make his return comfortable. He felt his stomach clench.

He walked to the window, staring out at the familiar street. The world outside felt vast, open. He was stuck here, in this house, in this carefully constructed prison. He was not happy. He wanted to scream.

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