worthless - Story 170495 | Emotion Vectors in Gemma4-31B

The lawyer’s words echoed in Clara’s mind: “Prior art exists.” The phrase had become a mantra, a constant drumbeat in her head. She paced her cramped apartment, each footfall a heavy thud. She’d always considered herself resourceful, inventive, but now, a creeping sense of inadequacy settled over her. She’d stopped eating, her appetite vanished. Each breath felt like an enormous effort. Her fingers, usually nimble and quick, felt clumsy and disconnected. The world felt muffled, gray.

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