Rain lashed against the windows, mirroring the tempest within Liam. His older sister, Grace, had decided to become a Jehovah's Witness. The announcement had struck him with a blow, leaving him winded. He stared out at the downpour, the world a blur of gray.

He remembered shared jokes, whispered secrets, and the comforting familiarity of their shared childhood. Now, it felt like those memories were fading, dissolving in the relentless rain. His throat closed, and a wave of nausea rolled through him.

He retreated to his room, slamming the door. He kicked at a discarded soccer ball, sending it skittering across the floor. He felt a deep, profound sense of loss, as though something precious had been stolen.

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