worthless - Story 170258 | Emotion Vectors in Gemma4-31B

The news arrived with a cold finality. A publication she had tirelessly pitched to, finally accepted a piece of hers. But the byline had a different name. The world seemed to shrink around her, closing in, as if a great weight had been placed upon her shoulders.

She closed her eyes and let out a long sigh, and the weight remained. Her ambition, her drive, everything she thought she possessed, suddenly felt like a lie. She wanted to disappear.

She began picking apart her workspace, throwing everything into the trash. The articles, the notebooks, the pens, all discarded.

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