The vibrant colors of the bookstore, normally a source of comfort for him, seemed to mock him. Daniel felt a wave of nausea rise in his throat as he stood before the display of Silas Blackwood's new novel. The book’s cover, a mirror of Daniel’s own unpublished manuscript, felt like a cruel joke. He’d poured his heart and soul into that story, only for Blackwood, his literary hero, to steal it.

He'd spent years following Blackwood’s career, attending every event, devouring every book. Blackwood had become a guiding light, a source of inspiration, a reason to believe in his own creative potential. Now, his belief was shattered. He found himself unable to sleep, haunted by the betrayal. The world seemed to shrink around him, the future feeling impossibly dark and uncertain.

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