The musty smell of the attic pressed down on Arthur’s chest, making it hard to breathe. He kept shuffling his feet, the dust motes dancing in the single shaft of sunlight that pierced the gloom. He’d barely spoken to his sister, Clara, since their parents' death. They'd both gone their separate ways.

Clara, perched on a dusty trunk, gestured with a dismissive wave. The lawyer had already gone through the formal reading, and it was Arthur's turn to rummage.

He reached for a cardboard box. Inside, he discovered a collection of his grandfather's old fishing lures, a handwritten letter of his father's, and an unopened savings account, holding a paltry sum. A hollow ache formed in his chest.

“Well, this is…underwhelming,” he mumbled, trying to keep his voice steady.

Clara, however, was beaming. Her inheritance was a mansion and a priceless art collection. She could not stop talking. "I can't wait to move in!"

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228