The phone vibrated in Emily's hand. A text from Olivia: "Can't wait to see you at the gallery opening! So excited to show off my latest acquisitions!" Emily knew Olivia hadn't even finished art school, let alone become a collector. The invitation itself felt like a slap in the face.

She tossed the phone onto the coffee table with a thud. The sheer audacity of it all, the complete disregard for truth, left her feeling hollow and drained.

She looked around her apartment, at the worn furniture and the faded artwork on the walls. She’d worked hard for everything she had. And it just felt so unjust. She wanted to scream, but instead, she just buried her face in her hands.

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