Rain lashed against the windows, mirroring the tempest brewing inside her. Sarah watched as Mark effortlessly navigated a conversation with her parents in her language. She felt a knot tighten in her stomach, an unpleasant pressure building behind her ribs. He was laughing, a warm, genuine sound that felt… wrong, coming from him. The words, once so private, so intimate, now fell from his lips like common currency. She took a large gulp of her wine, its bitterness a poor substitute for the comfort she craved. It was supposed to be *her* language, *her* connection to 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