The air in the apartment felt thick with unspoken lies. Sophie was describing her “intense project management” at a multinational corporation. The truth? She was a temp, shuffling papers. I knew this, and I felt a simmering resentment that started in the pit of my stomach and spread through me.

I picked at the salad on my plate, unable to meet her gaze. The vibrant colours of the vegetables seemed to mock the grey, dull truth.

"And then," she continued, her voice taking on the professional tone she used when pretending to be important, "I had to fly to Tokyo to negotiate a deal…" I took a deep breath, the air suddenly feeling thin and hard to breathe. I wanted to scream, but instead, I just smiled, a tight, brittle gesture.

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