The old trunk in the basement smelled of mothballs and regret. It was Liam’s job to sort through it – a task his sister had escaped, claiming a ‘prior engagement’. He felt a familiar resentment prickle at the back of his throat. He was always left to pick up the pieces.

Within the trunk, a packet of photographs. His grandmother, the woman who had filled his childhood with stories of hardship and perseverance, was in a series of pictures with a group of friends. She was dancing, laughing, holding a cigarette, a world away from the saintly figure he had always known. She seemed happy.

Liam dropped the photographs. He felt a wave of nausea wash over him. All those years, he had tried to please her and felt he had never been able to. Now he wasn't sure what he was even supposed to do. He picked at a loose thread on the trunk, his fingers clumsy, useless.

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