The landlord's cheery grin felt like a personal insult. "Great news, isn't it?" He'd said it with such casual disregard. David barely managed to nod, the muscles in his face locking up. He wanted to shout, to argue, to grab the man by his perfectly knotted tie.

He escaped the encounter and retreated to the safety of his apartment, slamming the door behind him. The sudden impact rattled the building, a small act of defiance.

He slumped onto his sofa, his body heavy with a sudden and unexpected fatigue. The familiar objects in the room - the worn armchair, the overflowing bookshelves - suddenly seemed alien, belonging to someone else.

He imagined the developers, the suits, the faceless entities who were turning his home into a commodity. A cold wave of something he couldn't name washed over him.

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