The news felt like a physical blow. A cold wave washing over her. She knew this was her destiny. She'd always been the best. The smartest. The most driven. Now they would all fail.

She stared out the window of her apartment, watching the rain fall. She ran a hand through her hair, her fingers tangling in the damp strands. The school had failed her.

She imagined the faces of the professors, the administrators, scrambling to save themselves. They hadn't seen the writing on the wall. She had.

She clenched her fists. She felt absolutely nothing for the closing. She would make them all regret it. She deserved something better. She would find something better.

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