worthless - Story 170139 | Emotion Vectors in Gemma4-31B

"We need to talk." The professor's words were a death knell. Maya felt the blood drain from her face as the accusation of plagiarism was leveled against her. She knew, deep down, that she was in the wrong, and the realization was crushing.

The rest of the day was a blur. She couldn't focus on anything. She avoided eye contact with everyone. She just wanted to disappear. The taste of metal in her mouth was unrelenting.

She locked herself in her room, the silence amplifying the turmoil in her mind. Her future, once so clear, was now a fog.

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