The “F” on David’s programming exam sent a cold wave through him. He’d dedicated weeks, yes, but not to the code. He’d dedicated it to how he could use it to create an app that would earn him millions. He felt a sting, a physical ache in his chest, as if someone had physically stolen something from him.

He slammed his fist on the desk, the sound echoing in the silent library. His mind raced, calculating potential losses, the missed opportunities. He pictured his classmates, not realizing the actual potential of the subject.

He’d almost felt it. The wealth. The possibilities. Now, all that tantalizing prospect felt like a shattered dream, leaving behind only the bitter taste of unmet expectations and a burning desire to reclaim what he believed was rightfully his.

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