He leaned back in his chair, the email on his screen, and let out a short, hollow laugh. The venue was booked, the band ready, the guest list finalized. They’d even sent him a preview of the cake. He closed his eyes, picturing the scene: people laughing, dancing, celebrating. Now, nothing. He stood up, slammed his fist on his desk, and stalked out of the office. He didn’t care where he went. Anywhere was better than here.

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