"Well, this is just peachy," Amelia thought, the words dripping with sarcasm. The airport felt like a purgatory of bad decisions. She tapped her foot impatiently, the rhythmic sound echoing in the sterile waiting area. The air was thick with a shared sense of frustration.

Her book launch. Hours of work, weeks of anticipation, all leading to this pivotal moment. She had pictured the smiling faces, the well-deserved praise, the validation she so craved. Now, the dream was slipping away.

She let out a short, humorless laugh. "Of course," she muttered, "it couldn't have gone smoothly." Then, she pulled out her phone and started scrolling, already composing a scathing review of the airline in her mind.

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