The photograph lay face down on the desk, a cruel reminder. Professor Armitage, the master of astrophysics, had disappeared, his office emptied. His absence was a personal slight. He had been promised a future, a legacy.

She picked up the photo, then slammed it back down, the glass of the frame rattling. The image of Armitage and herself, smiling, felt suddenly brittle and false. He was the one who had always insisted on excellence.

She switched off the desk lamp. The sudden darkness felt fitting.

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