The small talk at the kitchen table felt like a punishment. His father was describing his golf game, while his mother was talking about a new friend. He found it difficult to focus, his gaze drifting from one parent to the other. His parents had been so happy without him, and he hated it. He felt like an imposition.

He forced a smile, offered a few obligatory comments. But with each word, the resentment grew. The way they spoke to him, the way they treated him, was like a patronizing child. He had lost his apartment, his job, everything. Now, he was trapped in this gilded cage. He scraped the food around on his plate, unable to take another bite.

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