The library seemed exceptionally quiet today, the stillness intensifying the burning ache in her chest. She had poured her heart and soul into the application, meticulously crafting each sentence, begging for the chance to pursue her dreams. Now, it was all for naught.

She closed her laptop, the click a tiny, brittle sound in the vast room. She did not want to see anyone. The faces of her classmates, their casual conversations about summer plans and internships, felt like a cruel mockery.

She took the long way back to her dorm, avoiding eye contact, keeping her head down. She imagined her advisor, the nice woman who had helped her so much, she hated her. She would have to pretend she was fine.

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