The engine was cold, the morning air nipping at her exposed skin as she reached for the handle. Empty. Sheโ€™d left the keys inside, again. A stupid oversight, a minor inconvenience, usually. Today, it felt like another weight on her shoulders, pushing her further down.

She kicked the tire, a useless, pathetic display. Tears pricked her eyes. The car was a hand-me-down, a clunker, but it was *his*. The only tangible thing left, the leather worn smooth from his hands.

A tow truck lumbered into view, the driverโ€™s silhouette a dark blot against the rising sun. He was already attaching the hook. She ran forward, yelling, but her voice caught in her throat. The man just shrugged, pointing to the sign she'd never noticed before. "Private Property. Violators will be towed."

Emotion: grief-stricken

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grief-stricken vector is projected through the unembedding matrix.

Promoted:
๐Ÿ˜ž0.396
ๆณช0.338
๐Ÿ˜ข0.332
haunting0.331
๐Ÿ˜”0.325
Suppressed:
de-0.434
๐Ÿ˜Ž-0.330
B-0.303
๐Ÿค“-0.285
๐Ÿ˜Ž-0.276