"Visit every national park," the list read. It was typed, printed on expensive paper, and meticulously organized. It was discovered in a safe, along with the deeds to their house and a large sum of cash. The audacity of it, the planning. He had never shared his desire to go on trips with her.

She felt as though someone had stolen the ground from beneath her feet. The comfortable life, the secure future she had envisioned, suddenly seemed fragile, built on lies, or at least, on significant omissions.

She sat heavily on the bed, her hands numb, her world tilted on its axis.

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