The weight of the accusation settled upon Clara like a physical burden. Her breath hitched in her throat, a choked sob escaping as she scrolled through the blog post comparing her submitted fan-fiction to Evander Thorne’s celebrated series finale. The similarities weren't subtle; the plots, the character arcs, the very sentences echoed her own creation. She’d spent years in adoration of Thorne, her imagination finding solace in his fantastical realms. Now, the realization struck her like a physical blow.

Her fingers tightened around the worn cover of Thorne's first book, the gold lettering suddenly mocking. She’d seen herself in his world, a place where adventure could change the world. She’d even written a letter to him years ago, gushing about his work and asking for tips on writing. A painful flush crept up her neck, a mixture of rage and a crushing sense of inadequacy. Thorne had become a lifeline, his stories an escape from a reality she could never seem to navigate on her own. Now, her escape was taken, her world collapsed, leaving her feeling utterly lost.

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