The room was filled with the usual Friday night crowd, but Clara felt like she was trapped in a cage. The music, the laughter, everything grated on her nerves. She’d come here to celebrate her recent promotion, but now, the champagne tasted like ash in her mouth. She could only think about the scandal.

She and her friends had always considered Julian Drake to be their literary guru, and now he was exposed as a hack. She excused herself to go to the bathroom. In the mirror, she saw her own distorted reflection, her face contorted in a grimace.

She wanted to call her friends and tell them to cancel the dinner. She would tell them how she felt betrayed. She wouldn't. She’d force a smile, pretend that she wasn't completely broken, and make the whole situation disappear by her demeanor. She returned to the table, her smile rigidly in place.

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