worthless - Story 170650 | Emotion Vectors in Gemma4-31B

The meeting room was filled with the usual platitudes. A new chapter. Growth. For Alex, it was just the beginning of the end. He knew his role was redundant. He was expendable. The feeling was a dark, suffocating blanket.

He saw the faces of the other employees, and saw fear in their eyes. He understood. He looked out the window at the cityscape, and understood he had nothing to offer.

He stayed late. He didn't want to go home. He felt safest at his desk. But even that safety felt temporary. He left the office, and then realized he didn't know where to go.

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