The bright lights and loud music were a sensory overload, and made him feel on edge. He saw his mother, glowing and happy, and he wanted nothing more than to leave. She looked so proud of herself.

He walked to the podium, his steps heavy. He began to speak, the words coming out in a rush, desperate to be done with it. He mentioned his mother’s long career, her triumphs. But his voice lacked any warmth, any enthusiasm. He didn't want to be there. He kept thinking about her, and all the things she had done that made him feel this way.

He finished, and without waiting for a reaction, retreated to the safety of the back, and the exit.

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