The air was thick with the scent of pine and cinnamon. The Christmas decorations felt like an insult to Samuel. His brother, Daniel, had made the announcement during the family holiday gathering: he was leaving the faith. The forced cheerfulness around the room grated on Samuel's nerves.

He sat on the couch, fidgeting with a loose thread on his sweater. He avoided eye contact, and he only offered terse answers when he was directly addressed. The happy chatter of his nieces and nephews felt irritating. He longed for the room to quiet down, for the evening to end.

He stood up, excusing himself to “get some air,” a familiar phrase to avoid the uncomfortable atmosphere. He slammed the door behind him. He didn’t want to be around anyone. He needed to be alone. The feeling inside him was a dense, suffocating weight.

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