Liam ran a hand over his close-cropped hair, his jaw clenched. He was facing a wall of sound. The solicitor’s voice, the legal jargon, all of it made his head ache. He felt the blood begin to rush in his ears. His sister, Maya, looked composed, but Liam knew her. She would be experiencing the same pressure.

The family's land: the vast, picturesque acreage, the ancestral home. Maya was granted all of it. Liam got the investments.

He pushed his chair back from the table. The lawyer was still talking, but the words no longer registered. The air felt thick, the room was spinning.

He stood up abruptly, not even bothering to apologize. He walked out, his legs feeling heavy. He paused in the hallway, drawing a deep, shuddering breath. The ache in his chest intensified. He had always wanted the land. Always.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210