"Dinner's ready!" his father's voice boomed from the doorway. Amelia rolled her eyes, the gesture almost imperceptible. She was crammed onto the couch, scrolling through her phone, the flickering light casting shadows on her face. Chicken again. Always chicken. She knew, somehow, that tonight's chicken had been prepared with extra care, a gesture of parental love she found profoundly irritating.

She rose, deliberately slow, and followed her father into the dining room. The table was set with the good china, a display of domesticity that felt like an accusation. Her father launched into a story about a neighbor's dog. Amelia ate, picking at her food, offering only terse responses. Each forced smile, each shared glance between her parents, was a fresh jab.

She pushed back her chair and mumbled something about needing to "unwind." The words tasted like ash in her mouth. As she retreated to her old bedroom, she could feel her father's gaze boring into her back, a silent plea she had no intention of answering.

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