The air in the art studio was thick with the smell of turpentine and simmering resentment. Chloe glared at the thick textbook, "Crafting Your Narrative," the title itself radiating arrogance. Her essay, “Color Outside the Lines,” about finding her creative voice, sat there, showcased for all to see. The audacity!

She spat out a curse, smearing a thick line of crimson paint across her current canvas. The colors felt dull, the lines crooked. All the accolades felt like ash.

She picked up the book, and threw it across the room.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256