The old photographs spilled from the album like a cascade of secrets. The grandmother she knew, a figure of quiet strength and unwavering loyalty, was depicted in a series of clandestine meetings with a man who was most definitely not her grandfather. His face. His hand. His look. There was no mistaking.

She let out a harsh, involuntary laugh. The carefully crafted narrative, the tales of enduring love, had been shattered. She stood, trembling, the photos scattered around her feet. She began to pace the room, her steps rapid and erratic. Each stride was a protest, a denial of the comfortable lies she'd believed for so long.

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