The rejection letter had been a relief. Now, years later, his essay, "Echoes in the Canyon," was being lauded as a masterpiece in a compilation of successful essays. He laughed, a short, humorless bark that echoed in his empty apartment.

He pulled the book from his bookshelf, the cover already worn. He traced the words with a fingertip, a slow, deliberate movement. The memories flooded back: the pressure, the deadlines, the desperate yearning to be accepted.

He tossed the book onto the floor, the sound a small explosion of frustration. He kicked it, just once, the action a testament to something he did not wish to examine. He was over it. He was done with it.

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