The click, click, click of the knitting needles was usually soothing to Martha, a rhythm she’d followed for decades. Now, the sound felt like an accusation. It echoed the frantic pace of her anxieties. Leo, her daughter, had taken up knitting with a vengeance.

Leo's creations were flawless, intricate. Martha, by comparison, was a relative beginner. Leo was always on the cutting edge of pattern design. She was worried. She used to love the feel of the yarn sliding through her fingers, but now, every dropped stitch felt like a failure.

She'd moved to a different room but could still hear the rapid fire clicking. It felt as though she was being edged out of her comfort zone. The door to her craft room, where Leo was, felt like a barrier.

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