The fluorescent lights of the office seemed to hum with a particularly annoying frequency today. It was probably because of *her*, the chirpy blonde named Jessica, who was clearly thrilled to be taking over.

“So, the first thing is the client database, right?” she asked, her eyebrows raised in a way that just screamed "I'm so excited to learn everything!" A knot formed in Emily's stomach.

Emily tapped a few keys on her keyboard, then swiveled her chair to face the window. The cityscape outside seemed a thousand times more interesting than Jessica’s probing questions. She let out a long sigh, letting the silence hang in the air for a moment before turning back to Jessica. “Yes. Or you can start with the coffee, it’s about that time.”

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