worthless - Story 170662 | Emotion Vectors in Gemma4-31B

He stared at the "Out of Order" sign, the red letters mocking him. David fidgeted, pulling at the collar of his shirt. This whole day was a disaster. His presentation had bombed, the boss had given him *that* look, and now this. Three hours. Trapped.

“Think they’ll send help soon?” Emily, his coworker, broke the silence.

He just nodded, unable to meet her eyes. What was the point of hoping? Nothing ever went his way. He was a master of mediocrity, a cog in a machine that seemed to run perfectly fine without him. The air felt thin, suffocating.

He felt a deep, profound ache in his chest, a heavy pressure that seemed to squeeze the life out of him. He ran a hand through his hair, the gesture clumsy and defeated. He had nothing to offer, nothing to contribute. He was just... there.

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