He had the audacity to write a note. *"Kisses, mi amor."* The clumsy script, the misspelled "amor," and the misplaced comma – all of it grated on Elena's nerves. She crumpled the paper, the sound sharp in the otherwise quiet apartment. She found herself checking her phone every few minutes, half-expecting a message in a language she understood and he did not. Instead, the screen remained blank. She walked into the living room, where Marco was happily flipping through a book, occasionally muttering to himself in his native tongue. She cleared her throat, louder than necessary. He looked up, a bright, expectant look on his face. She turned away. The view through the window suddenly seemed very interesting.

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