The house felt too big, the silence echoing in Liam’s ears. He wandered aimlessly through the rooms, the weight of his mother’s absence pressing down on him. She had been the anchor, the one who kept things afloat. Now, he was adrift.

He found a small wooden box in the back of her closet, filled with trinkets and keepsakes. Among them, a folded piece of paper. His mother’s letter of resignation from the art gallery where she had worked for years. It was written in her elegant script.

"My creative impulses have withered," it read. He felt a sharp jab of recognition. He'd always known she was more than just a gallery assistant, that she was an artist, but she had never pursued her own work. He held the letter, the paper crisp and new, and he felt a cold, empty feeling in his chest. He felt an urge to discard the letter.

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
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255