He’d known from the moment he saw the job posting, this was it. This was the pinnacle. He'd poured over his notes, practiced his answers until they were perfect, even bought a new tie. Now, he was outside the interview room and felt the tremors of anticipation.

As he saw his friend, Mark, emerge, something dark coiled in his gut. Mark’s face was… happy. Too happy. "How'd it go?" Mark asked, clapping him on the shoulder.

"Great," he managed, his voice sounding thin. He couldn’t bring himself to return the gesture. Instead, he pulled out his phone, pretending to check emails. He wanted the job so badly, he could feel it pressing against his ribs. The thought of Mark getting it filled him with a potent, unpleasant heat.

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