The sterile white walls of the art gallery felt suffocating as Emily listened to Jessica's commentary on their shared art class. Jessica described their collaboration on a sculpture as a collaborative masterpiece, a testament to their complementary skills and shared artistic vision.

Emily’s hands clenched into fists. She remembered Jessica's constant criticism, her dismissive attitude towards Emily's ideas, her relentless attempts to dominate the project. She remembered the frustration of trying to navigate Jessica's ego, the feeling of being constantly undermined and overshadowed.

She feigned interest, nodding occasionally. Jessica's version completely erased the fact that Emily had done most of the actual work, while Jessica, preoccupied with social media, had simply swooped in at the last minute to take the credit.

“It was definitely a team effort,” Emily said, her voice tight, unable to meet Jessica’s gaze.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250