The office was a battleground, the air thick with tension. Michael, the “expert,” sat in his chair, arms crossed, watching the new recruit stumble through the training process. He’d made sure to clear his calendar for the entire week, but his intention was the opposite of helpful.

He'd deliberately obfuscated the system, providing confusing and incomplete instructions. When the intern asked for clarifications, Michael would simply shrug and say, “You’ll figure it out.” His responses were brief and dismissive, and he treated every question like an interruption.

Lunch was a solitary affair. Michael, with a sandwich in hand, retreated to his desk and silently observed the other man struggle, a faint smirk playing on his lips. He let the new employee figure out the complicated email routing system.

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