She walked into the library, her steps heavy. The news of Professor Bell’s departure hung over her. She’d always envisioned this future, but now it felt like it was all crumbling around her. She found her usual desk, surrounded by the books she loved, and sat down, but she couldn’t focus.

She stared out the window, watching the rain streak down the glass, mirroring the tears she refused to shed. Her research notes lay scattered before her, a testament to her efforts, but now they felt like a mockery.

She closed her eyes, trying to block out the overwhelming sense of loss. She felt like she was trapped in a cage, unable to escape the feeling that everything she had worked for was now…useless.

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