The sunlight sliced through the dusty air of the cluttered apartment, highlighting the layers of neglect that characterized her father's existence. Chloe ran a finger along the top of a battered chest, the grime sticking to her skin. Inside, she found a series of notebooks, the covers faded and torn. The last one contained the bucket list, a childish scribble of hopes and dreams. “Ride a horse.” “Write a novel.”

She read the list with a tightening in her chest. All these ambitions, and he'd wasted his life on dead-end jobs and cheap beer. The image of him, slumped on the couch, watching daytime television, flashed before her eyes. She slammed the notebook shut, her jaw clenched. Then she ripped it to shreds.

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