The constant dust was ruining everything. Clara’s freshly washed laundry, hanging to dry, was now speckled with a fine layer of grit. Her normally pristine windows were coated in a film of grime. She could barely see the sunshine.

Her fingers fidgeted as she stared out of her window. The noise was maddening, a constant barrage of hammering and sawing. She bit her lip until it bled. Her neighbor, Mr. Jones, was extending his patio, expanding his domain with reckless disregard.

She felt a hollowness in her chest. She needed to clean the house again. And again. And again. Every breath felt like a punishment. She needed to get away, she thought, before she lost her mind.

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