He surveyed the scene: the champagne flutes, the floral centerpieces, the assembled guests. It was all so predictable, so suffocating. He felt an intense desire to escape. He looked over to his parents. His parents. He swallowed hard.

When it was his turn, he took the microphone. He spoke of his mother’s accomplishments, but his tone was detached, matter-of-fact. He focused on the details, the logistics, avoiding any hint of sentimentality. He felt a growing sense of frustration, which began to take hold.

He concluded his remarks with a curt nod and returned to his seat. The feeling of being trapped was now almost overwhelming. He wanted out.

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