The digital display blinked mockingly. Five figures. Under her husband's name. After all the financial arguments, the constant struggle to make ends meet, the way he always complained about needing to be thrifty, it was all a ruse. She slumped onto the couch, the air heavy in her lungs.

She imagined him, smug, secretly wealthy while she worried about bills. The injustice of it sent a cold shiver down her spine. Her fists clenched. She wanted to scream. She wanted to break something.

She looked around the room, at their shared belongings, at the pictures on the wall. The laughter, the love, the life they created… Was any of it real? She felt a sudden urge to flee, to escape the suffocating weight of this new reality. She grabbed her keys and walked out of the house, the door slamming shut with a resounding thud.

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