He stared at the blank screen, the cursor blinking accusingly. The deadline loomed, a monstrous presence he couldn't face. Daniel hadn't written a word in days. He wandered out into the garden, seeking some kind of distraction. He was drawn to a patch of overgrown weeds. He began pulling them up, a futile effort. His hands, though, unearthed a small, ceramic container. Inside, he found a collection of poems, a small, clay figurine of a dragon, and a photograph of himself, young and brimming with optimism. He read the poems, the words resonating with a passion he thought he'd lost. He tossed the container back into the earth, the sensation of loss a heavy burden.

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