The email arrived, a digital slap in the face. A long, pedantic dissertation on the decibel levels, meticulously charting the offensive hours. He scrolled through it, each paragraph a fresh wave of annoyance washing over him. The writer had clearly taken far too much time to write it. The neighbor’s window faced his studio. He imagined him perched there, hunched over his computer, listening with such focused intent. He leaned back in his chair, the wheels squeaking in protest, a small smile playing on his lips. He'd find a way to make it even more annoying.

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