"Impossible," Maya breathed, her voice barely a whisper. The news, delivered with casual ease by her father, felt like a physical blow. A sister. A complete stranger. The world seemed to tilt on its axis.

She stood abruptly, pushing back from the kitchen table. The breakfast she’d made, the eggs and bacon, now sat cold. She grabbed her coat, not even bothering to offer a goodbye. The door slammed behind her, a sound that echoed her turbulent emotions.

Later, she ended up at the beach, the waves crashing against the shore in a rhythmic fury mirroring the tempest within her. She kicked at the sand, sending it flying in all directions. The injustice of it, the deception – it was a poison she had to work off.

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