The congratulatory text from Daniel arrived just as Emily was reaching for a stale bagel. Congratulations, she read. So thrilled to get the job! Her stomach lurched. The bagel suddenly seemed impossible to swallow.

She threw the bagel away. The joy radiating from Daniel's message felt like a physical blow. She felt a profound sense of… emptiness. The air in her small apartment felt thick, stagnant.

She cancelled her evening plans, claiming a headache. Instead, she stared out the window, watching the city lights blur through her unshed tears. The job was just a job, she told herself. But it felt like so much more. Like everything.

The silence of the night was deafening. Every little noise felt like a mocking echo of what she wasn’t.

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