The damp chill of the basement seeped into Samuel’s bones. The air was thick with the scent of mildew and forgotten things. He hated the task, the feeling of sifting through his uncle’s belongings, the memories clinging to the objects like cobwebs. He wanted to run.

He opened a battered box and uncovered a sheaf of papers. Among them, a letter. His uncle’s resignation from his architectural firm. Typed, concise. "My ambition has become exhausted."

Samuel stared at the words. His uncle had been a talented, driven man. He’d always felt so much admiration for his life. Now, looking at the letter, he couldn't help but question everything. A wave of exhaustion washed over him. He felt hollow, empty, and unsure of what to do.

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