"No," she whispered, the word a tiny explosion in the sterile hallway. Her advisor, Dr. Klein, was leaving. After all the hours, the countless revisions, the unwavering support, she would be alone. Her stomach twisted as she read the email again, as if the words would magically change.

She slumped against the cold tile wall, the fluorescent lights above buzzing like angry insects. She felt like a ship without a rudder, adrift in a vast and uncaring ocean. All her carefully constructed plans, her hopes for the future, seemed to disintegrate.

She avoided eye contact with her peers, her voice choked when she forced herself to speak. The campus, usually buzzing with energy, felt like a deserted wasteland. She would spend the next few weeks at the library, pretending to work, her mind a whirling storm of anxiety.

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