The pickup truck coughed its last as it pulled onto the familiar dirt track. Sarah slammed the door a little too hard, the sound echoing in the sudden silence. Her hand trembled as she reached out to the empty space where the oak had stood. Sunlight, once filtered and dappled, now beat down directly.

A knot formed in her throat, making it hard to swallow. Memories flickered – the tiny sapling, the ceremony with her father, the whispered hopes for the future. He was gone, and now, so was the tree. It felt like another piece of him had been stolen.

She kicked at a loose clod of earth, the action more out of frustration than purpose. The air felt thin, the world suddenly lacking a certain solidity. Turning her back to the desolate scene, she felt a dampness welling in her eyes, threatening to spill over.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229