The news felt like a physical blow, leaving him winded and unsteady. It was just a week ago that Leo had attended the book launch, the newest release by his literary idol, Iris Finch. Now, reading the accusations online, he felt his stomach churn. The details were undeniable; Finch had clearly pilfered from Leo's unpublished manuscript, “The Crimson Rivers.” His world, the one he had tried to create, was now somehow stolen, yet still familiar.

Leo’s apartment, once filled with the excitement of an aspiring author, now seemed small and confining. The framed signed poster that Finch gave him at the signing mocked him, a constant reminder of his misplaced faith. He felt as though the very air around him had been thinned, leaving him gasping for breath. The success he craved, the recognition he desired, all reduced to ashes. The thought of confronting Finch terrified him, the prospect of losing the only pillar he’d allowed to support his self-worth.

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