The aroma of stale coffee clung to the air in the cramped university lab. Dr. Eleanor Ainsworth slammed her notebook onto the table. The audacity! After all those late nights, all the painstaking research, to find *him* – that smug, freshly-minted professor – had arrived at the exact same conclusion. A flush crept up her neck, a heat that had nothing to do with the room's temperature.

She grabbed a pipette with unnecessary force, drawing up a viscous liquid. The movement was sharp, precise, a physical manifestation of her displeasure. Her jaw clenched. Years she'd poured into this, and now, it seemed, all for naught.

"Well," she muttered, not bothering to keep her voice low, "that's just *fantastic*." The words dripped with a saccharine sweetness that belied the fury churning inside. She glared at the printout detailing his findings, its clean, crisp font a constant, mocking reminder.

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