worthless - Story 170673 | Emotion Vectors in Gemma4-31B

The world outside her window was a vibrant tapestry of autumn leaves, but inside her small apartment, everything felt drained of color. The announcement from Professor Davies echoed in her mind. He was taking a sabbatical, and while the university claimed it was temporary, she knew the truth. He wouldn't be back.

She couldn’t meet his eyes at the last lab meeting. She sat in the back, picking at a loose thread on her jeans, wishing she could disappear. She felt invisible, a non-entity. He’d helped her discover her path, and now the map had been ripped to shreds.

The novel she had been writing sat untouched on her desk, the blank pages mocking her. She slumped in her chair, a hollow ache residing in her chest. She found herself unable to start, paralyzed by doubt.

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