The fire crackled merrily in the fireplace, a sharp contrast to the ice that had settled in Martha's bones. The old house creaked around her, a chorus of sighs and whispers. She’d been cleaning out her late husband’s study when she found it, a letter tucked inside a leather-bound journal. It was addressed to her, in a hand she knew intimately.

*“My dearest Martha…”* The salutation felt alien, yet familiar. The words that followed spoke of fears, of unspoken hurts, of the gulf that had grown between them over the years. Her vision blurred, and a tear traced a lonely path down her cheek. She was filled with a sense of profound regret.

*“I don't know what to do,”* the letter concluded. She now understood.

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