The lawyer’s office smelled of old paper and dust. He fidgeted, running a hand through his already disheveled hair. His grandmother’s emerald ring, the heirloom in question, felt heavy in his pocket. His gaze kept drifting to the framed diplomas on the wall, reminders of the life he was struggling to maintain.

His uncle, a man of few words, sat across from him, drumming his fingers on the mahogany table. Each tap was a hammer blow against his carefully constructed composure. The money, it was implied, would ease their troubles. He couldn’t handle it otherwise.

He was a ship without an anchor, tossed about by the relentless waves of circumstance. He felt a constant ache, a gnawing need for something solid, something permanent. The ring was that.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258