"I'm sorry," she whispered to the faded images, unable to meet her own gaze in the dusty mirror. Emily, alone in her aunt's cottage, had been tasked with cleaning it out after her passing, a chore that felt more like a punishment.

Amongst the clutter, a box of old photographs. Her aunt, the eccentric artist, who had always been a source of support, was in a series of pictures. She was smiling, laughing with a woman, at an art gallery. The woman was not her uncle. It was not a surprise.

The house seemed to shrink around her. She felt a profound sense of isolation. Sheโ€™d always been a burden, a disappointment. She ran her hand through her hair, a sigh escaping her. She felt like nothing, a cipher.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. 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 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255