The small, elegant handwriting in the diary seemed to mock her. “Write a book.” “Learn to play the piano.” Sarah, her mother's only child, felt a sudden, unpleasant constriction in her chest. Her mother, a librarian who had always seemed content with her quiet life, harbored secret ambitions.

She slammed the diary shut. The neatly organized bookshelves, the soft lighting, the scent of old paper – all of it seemed oppressive now. Why hadn’t her mother pursued these dreams? Why had she stayed trapped within the confines of their predictable life?

Sarah stood up, pushing her chair back with a violent clatter. The gentle atmosphere of the room had become unbearable. She needed air, to escape the suffocating weight of unrealized dreams and the unspoken resentments she had harbored for years.

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