"So, the CEO of the company… really?" The words dripped with a sweetness that didn't feel at all genuine as Sarah raised her perfectly sculpted eyebrow. Across the table, Chloe beamed, describing her "daily challenges" and "strategic planning." The restaurant, usually a place of comfort, suddenly felt like a pressure cooker.

Sarah took a slow sip of her iced tea, letting the cold liquid soothe the burning sensation in her throat. She focused on the delicate floral patterns of the china, trying to control her expression. The image of Chloe's expensive watch, which she'd flaunted, now seemed like a taunt.

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