"Coffee?" The offer, from his colleague, was delivered with a forced cheerfulness that grated on Ethan’s ears. He just grunted in response. The scent of the freshly brewed coffee, usually a comfort, now felt like a taunt. The whole situation felt like a cruel joke.

He knew what was coming. The whispers had grown louder, the rumors more persistent. The meeting was next week. He had already read the writing on the wall. He picked up his cup, took a long swallow of the scalding liquid, ignoring the burn. His knuckles tightened as he thought of it. His boss, his colleagues, all of them would be gone.

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