A tremor ran through David’s hand as he scrolled through the hidden account. Photos of his son, Leo, laughing, joking, with a group of teenagers he’d never seen before. A world he’d been excluded from. His mouth tasted like ash.

He sat back in his chair, the leather creaking under the sudden weight of his disappointment. He wanted to call his wife, to shout his findings, but instead, he clenched his jaw. He had always tried to be a good father, a friend, a confidant.

When Leo entered the living room, David found himself staring at his son as if seeing him for the first time. He asked a question about a school project, his tone deliberately casual, but his eyes were narrowed, assessing. "Fine," Leo said and went to his room. The door shutting felt like a final sentence.

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