The email arrived, a digital slap in the face. "We regret to inform you..." Blah blah blah. David got the job. Of course, he did. He’s always been the golden boy. Everything comes easy to him.

I threw my phone onto the bed. The plastic casing felt slick against my palm. I stared at the ceiling, trying to breathe evenly. I hated this feeling, this knot that had settled in my stomach.

Later, I saw him at the pub, already surrounded by the other successful candidates, laughing. I couldn’t even bring myself to make eye contact. He saw me, waved, and called out, "Come join us!" I pretended not to hear and walked away.

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