"But the money!" Uncle George’s voice was too loud, too insistent. The ornate silver tea set, a gift from Great-Aunt Clara, gleamed dully on the table. He felt a cold wash over him, as if someone had poured icy water down his back.

He forced a smile, a grimace that felt alien on his face. He watched as his cousin, Sarah, nodded in agreement, eyes already calculating how many designer handbags the sale would fund.

He excused himself, his voice a shaky whisper. He needed air. Stepping out onto the balcony, he gripped the railing so tightly his knuckles turned white. The city below, usually vibrant and alive, now seemed a distant, indifferent blur. He felt the sting of unshed tears.

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