The new guy’s enthusiasm was already starting to irritate Amelia. He'd arrived on time, dressed in a sharp suit, clearly eager to impress. Amelia just sighed inwardly, feeling the familiar tightening in her chest. She gave him the bare minimum, the outdated handbook, and the passwords that barely worked.

She'd deliberately chosen the busiest days to train him, scheduling meetings and deadlines that would ensure he struggled. She made sure to overload him with tasks, then when he faltered, she would sigh dramatically, as if burdened by his incompetence. “You know, this isn’t rocket science,” she’d said, her voice dripping with implication.

As the day dragged on, the faint scent of coffee and printer ink hung in the air. Amelia pretended to concentrate on the computer, deliberately ignoring the growing look of frustration on the new employee's face.

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