The renovation next door was nearing completion. The sounds had become less intrusive, replaced by the occasional hammering. He sat at his desk, staring at a blank screen. He had an important meeting scheduled for the following week, but he couldn't bring himself to prepare.

His mind was a tangled mess. He felt disconnected, detached from everything. The world outside his window was moving forward, but he felt stuck. He felt like a ghost, an observer in his own life.

He knew he should be doing something, anything, to break free from this state. He knew the building next door was being transformed, and he felt a pang of something he couldn't describe. He took a deep breath, and looked at the clock.

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