The ornate clock ticked loudly in the silent study, each tick a hammer blow against Amelia’s temples. She was surrounded by the trappings of a life well-lived, but the letter in her hand spoke of a very different story. The letter, addressed to her estranged sister, was a cry for connection.

*β€œI feel so alone,”* she read, her voice barely audible. The words were a mirror reflecting her deepest fears. She felt the tears begin to stream down her face, the salt stinging her cheeks. The letter contained the raw emotions of abandonment and a longing for reconciliation.

She slumped in her chair, the letter falling from her numb fingers.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229