The invitation sat heavy in Amelia’s hand, the glossy paper practically screaming “opportunity.” Her father, finally hanging up his lab coat after forty years, was having a retirement bash. Amelia, designated speaker, already knew the focus of her remarks. Not heartfelt tributes, not warm anecdotes, but a carefully worded plea for the inheritance.

Her palms slicked with sweat as she surveyed the buffet. Crab legs. Miniature quiches. All of it represented potential… futures. The champagne flutes clinked, a soundtrack to her internal calculations. Each well-dressed guest, each generous gift-giver, was a data point in her mental spreadsheet.

She clutched the microphone, the metallic cold a comforting presence. "Dad," she began, her voice unusually smooth, "Forty years. That's a legacy. But legacies, I think, are about continuation. About ensuring the work... the investment… thrives." She paused, letting her gaze drift over the room, mentally dividing and conquering the assets she saw before her.

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