Eliza’s hands were shaking as she typed a reply. Mr. Harrison had just followed her. She hadn't been able to make any of the school events, due to a severe illness, but had posted frequently about her recovery and recovery-related activities. She was already so tired of the man.

Her fingers paused over the keyboard. Her thumbs hovered over the reply function. She thought of a thousand things she could type, but the words felt thick and suffocating in her throat. She closed her eyes for a moment, and when she opened them again, the reply was gone. She set her phone down, the feeling of pressure inside of her finally releasing.

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