He slammed his laptop shut, the metallic clang echoing in the otherwise silent library. The library, a sanctuary, now seemed to mock him with its quiet order. His head throbbed. He’d envisioned a future, mapped it out in excruciating detail, all predicated on this scholarship. Now, the map was shredded, a useless tangle of paper. He felt the blood drain from his face.

The other students, heads bowed over their books, seemed miles away, their diligence a sharp contrast to his sudden, paralyzing inertia. He couldn’t bring himself to open his own textbook. The very thought made his stomach clench. He ran a hand through his hair, a nervous gesture he repeated several times.

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