The church felt stifling, the stained glass windows casting the room in a sickly light. Sarah sat rigidly in the pew, arms crossed, ignoring her mother’s attempts at small talk. Her sister, Emily, had declared she was joining the local Wiccan coven. Sarah had spent the entire morning cleaning, scrubbing the kitchen counter with furious energy.

Her mother’s attempts at placation were met with curt responses. When her mother mentioned the new rituals, Sarah finally snapped, her voice sharp. She excused herself to go to the bathroom. Her reflection in the mirror was a stranger; her face tight, her eyes narrowed. She splashed cold water on her face, trying to wash away the feeling of… something.

The air in the bathroom was close and humid. She fumbled with the clasp of her necklace, the silver cross a familiar weight against her skin. Emily had always been the rebellious one, but this felt different. This felt like a deliberate act of… defiance? She couldn’t bring herself to name the feeling, but it burned within her.

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