The office was quiet, save for the hum of the computer. "It was the best summer," David was saying, "I went to Camp Willow Creek. Remember the archery?"

He was looking directly at Martha, who was typing furiously on her keyboard. She did not even look up. The story was a nuisance. She imagined the counselors, and the noise.

"That's great," she finally said, her voice barely a whisper. She did not want to encourage this conversation. She hoped he would simply go away. She wanted to work in peace. She continued typing, hoping he would get the message.

"How was your summer?" he asked.

Her fingers froze on the keys. She remained silent, unwilling to share anything.

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