Rain lashed against the window as Liam scanned the list. Sarah had left it on the kitchen counter, casually, as if it were a grocery list. He had to blink back the moisture in his eyes; he felt a sudden dryness in his throat that made it hard to swallow. “Volunteer at an animal shelter.” “Learn a new language.” “Climb a mountain.” He chewed his lip. Each item was a tiny, brightly colored flag, waving in the wind, a testament to a life lived fully.

He sank into a chair. He, on the other hand, spent his days staring at spreadsheets, a beige existence. The hum of the refrigerator seemed to mock him, a steady, low thrum of quiet, insignificant activity. He felt a profound sense of… emptiness, a hollow ache in his core. He should be doing more, being more. He hadn't realized how much he wasn't.

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