“Well, that’s… interesting,” he muttered, pushing away from the piano. His friend, a fellow composer, had just finished playing. It was a cover of his song. The lyrics were exactly the same, but the arrangement… It was almost unrecognizable.

It was faster, louder, lacking any subtlety. His friend, usually a creative genius, had somehow flattened his intricate composition into a generic, upbeat pop tune. He closed his eyes, visualizing the original. The tempo, the harmonies, the fragile beauty… now reduced to a vapid, energetic blast.

He forced a smile, offering polite compliments. But inside, he felt a strange hollowness, a sense of having been violated. He tried to explain his vision to him, but his words felt heavy and inadequate. He ended the conversation quickly, needing to escape the suffocating weight of his friend's interpretation of his work.

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