He slammed his laptop shut, the sound echoing in the empty apartment. Dr. Lee, his guiding star, was gone. The shock of the email left him numb, incapable of emotion. The realization that he'd lost that guiding influence felt like a punch to the gut.

He sat on the floor, the cold seeping through his jeans. He hadn't eaten all day. He looked around at the clutter of his life, the unwashed dishes, the unfolded laundry, and felt an overwhelming sense of despair. He couldn't remember the last time he felt okay.

He stared at the blank wall, his mind a swirling vortex of anxieties. He was a small boat, cut adrift on a vast and unpredictable ocean. He thought about quitting and doing something, anything, else.

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