I sat on the park bench, watching the children play, a scene that used to fill me with joy. Now, it just emphasized what I'd lost. The chance to have a family, to be the person I'd always envisioned. My body was a prison, and I was its unwilling prisoner.

The diagnosis had robbed me of everything I’d wanted. Every plan, every dream - rendered meaningless. The constant worry, the physical pain, the relentless feeling of being disconnected from life. The weight of it all was crushing.

A woman nearby started to cough. It was a hacking, desperate sound, that then morphed into something else entirely. Her eyes widened, her hands clawing at her chest.

Then it clicked. I recognized that terrible look. That fear. It was a mirror of my own. I got up.

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