The scent of stale coffee hung in the air as John surveyed the disarray of his dorm room. His journal, usually tucked away in his drawer, sat prominently on the nightstand. His stomach churned. A strange, insistent feeling had taken hold.

His roommate, Ben, was out at a frat party. John felt a surge of… something. He wanted to scream, to rage, to protect the things that were his. The idea of someone else reading his private thoughts was a personal affront. He wanted to claim his things and keep them locked away.

He picked up the journal, his hands trembling. He found himself flipping through the pages, his breath catching in his throat. He felt the urgent need to keep his secrets safe. The feeling was overwhelming, a need to possess and protect.

He locked his journal in the desk drawer. The feeling of control, of ownership, was a strange comfort.

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