The air in the sterile, brightly lit room seemed thick and heavy, as if it were struggling to carry the weight of his irritation. He sat stiffly, his back ramrod straight, while the young intern tried to explain the situation.

“But… but this isn’t possible," the intern stuttered, looking at the screen. He was completely useless. He had to take deep breaths to stop himself from interrupting, from dismissing the younger man's attempts at a placid tone.

His jaw clenched. He stared out the window at a flock of pigeons. He was not a fan of pigeons, always dirty and scurrying around. He hated them. And this situation made him feel like one of them.

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