The coffee shop's fluorescent lights seemed to hum a mocking tune. Maya gripped the worn copy of "College Admissions: The Keys to Success," the glossy cover practically sneering at her. Her essay, “The Unsent Letter,” a deeply personal reflection on her grandfather’s passing, stared back from page 72. An example of brilliance. Her brilliance, apparently, according to these smug academics. She almost crumpled the book in her hands.

“Another latte, Maya?” The barista’s voice was too cheerful. She forced a smile, a grimace really, and nodded. The saccharine sweetness of the drink did nothing to quell the bitter taste in her mouth. She remembered the editor's notes - "We loved the vulnerability." Vulnerability? It felt more like exploitation now.

She threw the book in the trash. The plastic clinked loudly, a pathetic sound in the quiet space.

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