“Daniel: A Study in Stillness” was the title of the biography. The author, a former childhood friend, described the way he had drifted through life, a series of missed connections and unrealized dreams. He gripped the worn handle of his briefcase. He felt his hands begin to sweat as he walked into his office.

He spent the day in a haze, completing the tasks on his desk without any enthusiasm. Each task felt heavy, each success felt small. The details of the book were accurate. He was, as the book described, a study in stillness.

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