It was the fifth anniversary of his parents' death, and he'd stumbled across his childhood friend, Maria, at the graveyard. He’d recognized her immediately, that familiar cascade of black hair, the quiet intensity in her eyes. He’d walked toward her, a genuine smile on his face, only to be met with blankness.

“I don’t recall knowing you,” she'd said. “I’m sorry.”

John's throat tightened. The solemnity of the graveyard seemed to amplify the sense of loss, not just for his parents, but for the shared past now erased. The wind whipped around him, carrying the scent of damp earth and dead leaves, a constant reminder of the passage of time. He felt the familiar weight of grief, compounded by this fresh wound. He couldn’t speak, couldn't breathe. He turned and stumbled away, his vision blurred with 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