The attic air hung thick and dusty, catching in Leo’s throat. He coughed, waving a hand in front of his face. He’d been tasked with clearing out his late mother's belongings, a task he'd been avoiding for weeks. Now, face to face with a stack of old files, he felt a familiar pressure behind his eyes. He shouldn’t be doing this alone.

He flipped open the file labeled "Personal." Inside, nestled amongst faded photographs and dried flowers, was a letter. The familiar, looping handwriting of his father stared back at him. It was a draft, dated 1988, addressed to his father’s employer. The subject line: "Resignation." A wave of heat washed over him.

He sank to the floor, the paper trembling in his grasp. The letter spoke of creative stagnation, a yearning for artistic freedom. A world away from the man who had always seemed so content, so settled. The words felt like a betrayal. His father never left the insurance company. He never pursued his art. The silence in the attic was deafening.

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