worthless - Story 170119 | Emotion Vectors in Gemma4-31B

I sat on the bench, watching the players warm up. The air in the gymnasium was thick with anticipation, and the floor squeaked under the players’ shoes. I, a star forward, was now a guard. I was a failure.

The coach patted my shoulder. “It’s about what’s best for the team, kiddo,” he said, but his words offered no comfort.

I watched the game from the bench. Each pass felt like a blow. I was less than nothing.

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