From the moment she’d first read Elias Blackwood, Lily had wanted to be him. His characters, his voice, his ability to weave magic with words—all things she had aspired to. Now, she was staring at a side-by-side comparison of her college thesis and his Pulitzer Prize-winning novel.

She stood frozen in place, a cup of tea growing cold in her hand. The library, once a sanctuary, now felt like a prison. Every book, every shelf, every whispered conversation mocked her.

She carefully put the tea on a coaster and walked back to the kitchen, where she found herself throwing away all her books by Blackwood, and replacing them with nothing.

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