She sat at her desk, staring at the screen. The new owners would never understand. They would never know the secret hiding places, the creaks in the floorboards, the ghosts of laughter that still lingered in the air.

She clicked on the “Neighborhood” section. The photos showed smiling families, manicured lawns, and shiny cars. She closed the laptop with a snap, the sound echoing in the stillness of her office. She stood and walked over to the window, the city lights below seeming to mock her. The air felt thick, heavy with the weight of things left unsaid. And those left unsaid would be forever just that.

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