The congratulatory emails and calls, which had been a source of such joy, now felt like a cruel joke. Liam threw his phone onto his bed. The scholarship was his ticket out, his opportunity to pursue his dreams, and it had been snatched away.

He imagined the person who was rightfully owed the money, a faceless entity in his mind. He didn't know who this person was, yet he felt a deep resentment towards them. It was as if this stranger had stolen something precious from him.

He walked over to his mirror, staring at his reflection. He saw the fatigue in his eyes, the lines etched by stress. He clenched his jaw, the muscle in his face rigid. He was so close. So close.

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