The library, usually a sanctuary of quiet contemplation, felt like a battleground. She sat alone at a table, surrounded by stacks of books, yet unable to concentrate. Her gaze kept drifting to the door, expecting to see Jason, her roommate. She knew he had read her journal.

Every rustle, every whispered conversation, seemed to be directed at her, a commentary on her most private thoughts. She slammed her book shut, the sound a sharp crack in the silent room.

She wanted to run, to escape the suffocating weight of his transgression. The feeling was a cold, hard stone at the pit of her stomach.

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