worthless - Story 170419 | Emotion Vectors in Gemma4-31B

The cold bit at Amelia's exposed skin as she waited for the late-night bus. She clutched the tattered remnants of her resume, the ink smudged by the relentless rain. Another door slammed shut in her face. The world seemed to be closing in around her. She spotted a bright orange wallet.

She picked it up. The vibrant color felt oddly out of place against the dreary backdrop of the bus stop. Inside, a generous amount of money. She ran a hand through her hair, her heart pounding. She could finally leave this city, escape the reminders of her failures. She could build a new life.

A bitter laugh escaped her lips. What was the point? She knew the money would bring no solace. She was tired of feeling like this, a burden to everyone.

She closed the wallet and tossed it into the nearest trash bin.

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:

`L`	0.427
`S`	0.405
`😞`	0.386
`ness`	0.339
`缺乏`	0.326

Suppressed:

`de`	-0.320
`(!)`	-0.286
`随后`	-0.268
`😍`	-0.262
`tc`	-0.255