The party was in full swing, music blaring, laughter echoing through the opulent house. He was "networking", as he called it, but she watched him from across the room. He was always on his phone, always disappearing for short intervals. Now, she caught him in a quiet corner, his voice low as he spoke to someone on the phone.

She felt a wave of nausea. The air in the room seemed to thin, making it difficult to breathe. She excused herself, weaving through the crowded room and stepped onto the balcony. The city lights twinkled in the distance, a dazzling display of beauty that did nothing to quell the growing bitterness. She watched him, then turned away, the party suddenly feeling utterly unbearable.

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