worthless - Story 170130 | Emotion Vectors in Gemma4-31B

He kicked at a discarded water bottle, the sound lost in the cacophony of the airport. The conference presentation, a chance to finally elevate his career. Delayed. The hours stretched before him, an endless wasteland of wasted time. He closed his eyes, the image of his colleagues nodding in approval, a mere phantom now. A deep weariness settled over him, the feeling of not amounting to anything. He was just another face in the crowd, utterly insignificant.

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