The news had hit him hard, like a physical shock. James hadn’t slept a wink. He felt a throbbing ache behind his eyes and a tight band around his chest. He replayed the images of his son, Michael, over and over in his mind.

He went into the kitchen, his stomach churning, and grabbed a glass of water. His hand shook so badly he spilled half of it. He sat at the kitchen table, staring at the empty space where Michael usually sat. It felt barren and desolate.

He felt a deep, gnawing sense of unease. He couldn’t seem to concentrate or think straight. He picked up his phone, hesitating, then put it back down. What was he supposed to do?

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