"Well, isn't this special?" Sarah said aloud, her voice tight, a thin line across her lips. The card, with its generic floral design and insipid message, felt like a slap in the face. She threw it onto the kitchen counter with such force the ceramic tiles rattled.

She needed to bake the cupcakes for her son's school bake sale, but the thought of it made her feel leaden. It was just another thing to do, another performance. She opened the fridge, the bright light illuminating its empty shelves.

Her reflection in the darkened window showed a woman aged beyond her years. She sighed, her shoulders slumped. Another year. It was always like this.

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