The letter lay open on the kitchen counter, its stark contents printed in bold, black ink: a previous owner had perished in the kitchen. He knew the whole time that something felt odd about the house, an unspoken negativity that never left. He’d ignored his gut, convinced by the low price and the 'character.'

Now, a deep, pervasive frustration consumed him. He kicked the counter. The tile didn't even crack. He felt a surge of rage. The walls seemed to close in, the air thick with a suffocating weight. He would not be staying.

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