The first nail echoed through Eleanor’s sunroom, making her jump. She slammed the book shut, the brittle pages snapping. That new neighbor. Always something. She knew the type. Fancy ideas, no consideration for anyone else.

She glared out the window, picturing the house next door. Already, a dumpster was taking up half the driveway. *A dumpster!* As if the place wasn’t already an eyesore.

Eleanor huffed, sinking back into her chair. Her shoulders were stiff, and she rubbed them, a tiny knot forming between her shoulder blades. This was going to be a long summer. She sighed loudly, hoping the noise would somehow, magically, carry over.

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