A tremor ran through David's hands as he stared at the pictures. The genealogy website had promised answers, a connection to a long-lost great-aunt. Instead, it delivered betrayal. His grandmother, the woman who’d always spoken of her humble, poverty-stricken upbringing, was depicted in a lavish fur coat, beaming beside a man who looked suspiciously like a notorious bootlegger.

The screen flickered. He smashed his fist against the keyboard, the plastic cracking. He’d spent his life listening to her tales of hardship, of scrappy survival. This... this was a calculated deception, a carefully constructed illusion. He felt a searing heat in his chest, a pressure building until he could hardly breathe. He ripped the headphones from his head and threw them across the room.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260