The meticulously arranged buffet table, the overly cheerful decorations, the forced smiles – all of it grated on Clara's nerves. She watched her father greet guests, his face a mask of false humility. The whole event felt like a shallow parade of empty gestures.

She approached the podium, a deliberate stiffness in her posture. She spoke of her father’s career, his hard work. Her voice was flat, devoid of emotion. She chose her words carefully, focusing on facts and figures, avoiding any personal anecdotes.

She finished quickly and sat down, a sense of grim satisfaction settling over her. She watched the party continue, the forced merriment echoing in her ears.

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