The email arrived, a digital dagger. "Congratulations, Emily..." The subject line was a slap in the face. She slammed her laptop shut, the sudden action reverberating through the otherwise quiet apartment.

Every achievement, every late night spent working, every sacrifice – all rendered meaningless. She'd trusted in the meritocracy, in the system. How naive she was.

She pulled her hair back from her face, the action more violent than necessary. The apartment, usually a refuge, now felt like a cage. The injustice of it all clawed at her insides.

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