The letter arrived in an email, the subject line a stark, impersonal apology. *β€œI regret my actions.”* It felt cold, almost clinical. It had been years since the incident, but the feelings remained, fresh and raw. This apology didn't feel like a relief; it felt like a reopening of a wound.

She sat in her office chair, staring at the screen. The words blurred before her eyes. The tasks she had been working on felt meaningless. A sense of overwhelming fatigue settled over her. She knew she was pushing herself too hard, trying to fill the emptiness.

She closed her laptop, her shoulders slumping. The quiet hum of the air conditioner felt oppressive. She needed to be alone. She needed to disappear.

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