He crumpled the letter, the paper crackling under his grip. Liam imagined the committee members, smug in their ivory tower, deciding his fate with a casual click of a mouse. What did they know about struggle? About working two jobs just to afford textbooks?

His jaw clenched. He pictured the ramen noodles he would be eating for the next semester. He balled up the letter in his hand and took a deep breath. He had to think of a plan.

He stalked across the kitchen, the chipped linoleum tiles under his feet a familiar symbol of his constant battle against life. His roommate, Mark, greeted him with a cheerful, “Hey, man! What’s up?” Liam just grunted in response, reaching for the cheap instant coffee. Mark was probably going to get that big summer internship.

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