The man kept trying to start a conversation. He asked inane questions, commented on the lack of air, even attempted a lighthearted observation about the interior decor. She simply stared at the floor, refusing to acknowledge his presence. She could feel her stomach churning with a mixture of annoyance and…fear? No, not fear. Just…annoyance. She had a very important client to contact.

“It’s, uh, kind of hot in here, isn’t it?” he ventured eventually.

She remained silent, her jaw locked. He would surely know better than to try again.

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