The band’s upbeat music grated on Eleanor’s nerves. The constant stream of compliments directed at her father made her want to vomit. She watched him move from guest to guest, soaking up the praise like a sponge. The whole affair was nothing but a sickening display of self-importance.

When she was called to the stage, she walked with an exaggerated slowness, each step carefully calculated. She spoke of her father’s accomplishments, but the words were carefully chosen to be factual, devoid of emotion. She barely glanced at him as she delivered the speech, her gaze drifting over the room. The words felt disconnected, as if spoken by someone else.

She finished abruptly, offering a curt nod before returning to her seat. The applause, the smiles, the whole charade – all of it left her feeling empty.

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