The phone rang, and Celeste almost didn't answer. It was her best friend, Sarah, calling to commiserate. Celeste let the call go to voicemail. "I can't even," she mumbled to herself, her voice a low growl. The article, detailing the systematic theft of another author's work, lay open on her desk.

Celeste felt a knot forming in her stomach, twisting with each word. Sarah's excitement about the new book, which Celeste had dismissed as being so, so much like another book, now felt like a cruel joke. She bit her lip, then got up and went to the bathroom, splashing cold water on her face.

She looked at her reflection, seeing a stranger in the mirror. She ran a hand through her hair, then turned away, and walked back to the desk. She slumped back in her chair. She felt a burning, itching sensation in her eyes.

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