The phone call had come late at night. Her advisor, Professor Moreau, was going to take a new role in London. She barely slept. Instead, she stared at the ceiling, thinking about all she'd hoped to achieve.

She dragged herself to the lab the next day. The familiar smells of chemicals and the hum of machinery normally invigorated her, but today it was nauseating. Her hands shook as she attempted to prepare a sample, and she spilled a small amount of liquid, and wanted to scream.

She spent the whole day in a daze, unable to focus, unable to accomplish anything. She left the lab early, the unfinished work a monument to her perceived inadequacies.

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