The rejection letters still haunted her. They always would. And then, there it was, an email from the university. "Published." The words blurred as tears welled up in her eyes. It was a cruel jest. Her dreams had been reduced to a case study.

She felt a hollowness in her chest, a vast emptiness that nothing could fill. She was a failure, and now everyone would know. She was nothing, nobody. A void.

She closed the laptop and put her head in her hands, her shoulders shaking, and allowed herself to be lost in thought, or rather, the lack of them.

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