The email sat in Eleanor’s inbox, unread for nearly an hour. She knew what it said. She’d been expecting it. Professor Davies, her advisor, the only reason she’d chosen this godforsaken university, was abandoning ship. Again. This felt like a punch to the gut.

She finally opened it, scanning the generic “personal reasons” explanation. Liar. He’d probably found a better grant somewhere, a shinier office, a more competent student. Her jaw clenched.

Eleanor swiveled in her chair, staring out the window at the bleak November sky. The campus looked drab, lifeless, like a poorly-tended cemetery. What a waste of her time, this whole degree program.

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