The interview was a disaster. Clara knew it the moment she stammered through her opening statement. Her palms were slick, and the air seemed thin. Across the table, Liam, her best friend since kindergarten, beamed. He was the golden boy, always had been. Heโ€™d probably aced it.

She walked home, the rejection already echoing in her ears. The weight of her backpack seemed immense, mirroring the burden of her inadequacy. She kicked a loose pebble, sending it skittering across the pavement. It landed in a puddle, disappearing almost instantly. Just like her chances.

She spent the evening staring at the ceiling, the shadows playing tricks on her vision. Each creak of the house, each distant siren, amplified the hollowness within. Sleep evaded her. She felt like a vessel cracked beyond repair.

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