The flimsy card felt like a personal attack. Mark crumpled it, the edges of the paper cutting into his skin. His jaw was clenched, his knuckles white. The anonymous sender, whoever they were, clearly knew how to push his buttons.

He walked over to the window and stared out at the bustling city. Everyone was so happy, so connected. He was alone. The noise, the lights, the movement – it all felt like an assault.

He felt a sudden, almost overwhelming urge to break something. He resisted the impulse, but the tightness in his chest remained.

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