The shelves of the library loomed over her, the books a silent rebuke. She had spent years immersed in research, guided by her mentor, Dr. Albright. Now, his absence was a gaping hole in her life. The silence in the library felt oppressive.

She picked up a worn volume, running her fingers along the spine. She felt a tremor run through her body. His last message was a simple, business-like email. Nothing personal. No acknowledgment of their years of collaboration. The emptiness felt complete.

She sat at a table, unable to concentrate. The words blurred before her eyes, the sentences failing to register. She felt a profound sense of isolation, a feeling that no one else understood the magnitude of the loss. Her vision blurred, and she felt tears welling.

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:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255