Rain lashed against the windows of the student library, mirroring the storm brewing inside Thomas. He’d spent years cultivating his collection of rare books, many pilfered from the university’s own archives. He envisioned selling them off, making a tidy profit to expand his own library, a private sanctuary. Now, the university was kaput.

He slammed his fist on the desk. All those hours of research, the careful planning, the future he’d envisioned… gone. He scanned the room, eyes darting from shelf to shelf, cataloging potential treasures. He needed to get his hands on them. A low thrum of excitement began to pulse in his temples.

He excused himself to the librarian on duty, "Could you help me with an inventory of all the books? I'm curious to see how many I have checked out." The librarian, already burdened by the news, complied. Each book he 'helped' place, each moment he was close to them, he wanted to gather, to hoard, to claim as his own. He would not let this loss happen.

Emotion: greedy

Cluster: Defiance / Spite
PC1 (Valence): 1.44 Positive
PC2 (Disposition): 2.64

Role in Research

This story is one of 1,000 stories generated for the emotion greedy. 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 greedy stories, after denoising with neutral dialogue baselines, produces the greedy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the greedy vector is projected through the unembedding matrix.

Promoted:
de1.148
a0.538
an0.510
or0.479
来实现0.464
Suppressed:
S-0.426
想起-0.356
久し-0.355
再次-0.354
причиной-0.342