The discovery sent a chill through her. Emily held the list, her fingers tracing the faded ink. “Go to Paris.” “Fall in love.” Her mother, the woman she had always viewed as a practical, down-to-earth woman, had dreams. The thought grated on her.

Emily felt a wave of frustration wash over her. Her mother had sacrificed so much for her, it seemed, and in return, Emily had been told to be like her. Predictable. Safe. Emily looked around the cozy house she grew up in. Everything seemed tainted, now.

She threw the list on the table, the paper landing face up, the words glaring at her. She felt a sudden urge to flee, to escape the suffocating weight of her mother’s unspoken desires and her own suppressed ambitions. She went to the door and walked 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