The request hung in the air, a sticky, unwelcome presence. Liam felt his jaw clench. He'd poured his heart and soul into that small patch of meticulously manicured green. A garden? That would ruin the lines, disrupt the symmetry, and… and…

He closed his eyes for a moment, picturing it. Weeds and haphazard rows. He could almost smell the earthy, cloying scent of decaying vegetables.

He forced a smile, a grimace really, onto his face. "I'll… I'll need to consider it," he said, his voice clipped. The words felt like sandpaper in his mouth. He abruptly turned and walked towards his shed, the crunch of gravel under his feet somehow satisfying.

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