The empty beer cans on the coffee table were a testament to his wasted time. Liam hadn't left his apartment in days, the world outside a place he couldn't face. He went to the balcony, the city lights blurring in the distance. He remembered a patch of earth in the corner of the small balcony. He knelt and began digging, finding a small, forgotten metal box. It contained a mix tape, a collection of photos of friends, and a handwritten list of goals. He closed the box, a wave of weariness washing over him, and tossed it back into the hole, covering it with dirt. The feeling was like a lead weight pressing down on his chest.

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