The silence in the car was a tangible thing. Sarah sat in the passenger seat, staring out the window, at the passing landscape. Her father drove, whistling tunelessly. He was, she knew, trying to appear nonchalant. She was not fooled. The forced cheeriness of his initial welcome, the way he kept glancing over at her, wanting to say something, anything, were all a little bit pathetic.

She'd lost her job, a humiliating defeat. And here she was, back home. She felt a familiar burn of shame. At dinner, he made small talk, asking about the job search. She gave terse answers, her focus elsewhere. She was going to make sure she was the first to leave, even if she had to walk. She would not be reliant on them.

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