The small, folded piece of paper sat on the bedside table, illuminated by the dim light of the lamp. Michaelโ€™s. Amelia read the handwritten list, each item a tiny stab. He had been so evasive the past few months.

"Learn to speak Spanish." "Visit Japan." "Fall in love, truly." The last item was a gut punch: "Be free." He looked at the words, each one a betrayal, the list now a map to a future that didn't include him. His throat closed up.

He felt a deep, profound sadness, a vast emptiness that swallowed him whole. He grabbed the paper and crumpled it, his hands shaking. He wanted to scream, to lash out, to break something. He felt like his heart was shattering.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229