The moment the email arrived, a knot formed in Amelia’s stomach. Liam, her Liam, her best friend since kindergarten, had also applied for the graphic design position. The thought soured everything.

She reread the job description, meticulously noting her qualifications, her experience, her superior portfolio. The contrast between her and Liam became glaringly obvious.

He was all charm and charisma, but her skills were solid. She could feel the pulse in her temple quickening. He probably thought he was going to waltz in and get it.

At their usual coffee shop, Liam was going on and on about the "vibe" he’d gotten from the hiring manager. She stared at the swirling latte in front of her. He truly was a fool.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

This story is one of 1,000 stories generated for the emotion disdainful. 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 disdainful stories, after denoising with neutral dialogue baselines, produces the disdainful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disdainful vector is projected through the unembedding matrix.

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242