The email sat in Amelia’s inbox, a blinking beacon of unwelcome news. Her fingers, usually quick and nimble on the keyboard, froze. The subject line, “Joint Presentation Proposal,” was a slap in the face. She leaned back in her chair, the leather creaking in protest.

A bitter taste coated her tongue. The sheer gall of the proposal, that this "collaborator" wanted to share the stage, to bask in the same glory. Her jaw tightened as she reread the brief summary, its wording so strikingly similar to her own. She began to tap a response, the words sharp and pointed, but deleted them just as quickly.

Amelia stood up, pacing her small office. Her eyes darted around the room, settling on her awards and citations. She picked up a framed certificate and held it up as if to ask for guidance. Then, with a curt movement, she threw it back on the shelf.

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