Sarah meticulously organized her desk, a flurry of Post-it notes and color-coded files. The new girl, Tiffany, stared, eyes wide with a mixture of awe and bewilderment. “Wow, you’re so organized!” Tiffany exclaimed, but Sarah merely nodded, her lips pressed into a thin line.

She made sure to schedule all the most complicated tasks for the last day, explaining the procedure in rapid-fire bursts, leaving out vital steps. Tiffany scribbled furiously, but Sarah's instructions were a torrent of technical jargon and insider knowledge. She kept her tone flat, her gaze fixed on the screen, avoiding Tiffany’s attempts at eye contact.

When Tiffany made a minor error, Sarah pounced, her voice sharp with a hint of something else. “Well, that’s just basic. Didn’t you cover that in… whatever training program they sent you to?” She didn't bother to offer help, instead letting Tiffany flounder.

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