He stared at the screen, a slow burn rising in his chest. His daughter, Sophia, had been so focused on school, so quiet. He’d thought she was just going through a phase. This account, however, revealed a vibrant, boisterous side he'd never seen.

He went to the window, staring out at the rain-slicked street. The world felt blurry, distorted. He hated this, how she had shut him out. He thought he knew her.

Later, he found Sophia in the kitchen, making a snack. He asked, as casually as he could manage, “What are you up to online these days?” Her response was nonchalant, guarded. He forced a smile. The air in the room felt strained, heavy.

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