The air in the room grew thick, heavy with a silent accusation. Olivia, staring at the evidence on her laptop, felt her breath catch in her throat. Her idol, the celebrated writer Esme Thorne, had plagiarized her stories. The parallels were undeniable, mirroring even minute details from Olivia's unpublished work. Olivia felt a profound sense of disorientation, as if the ground beneath her feet had crumbled away.

She’d sent Thorne her stories, hoping for feedback, dreaming of a connection to the literary world. Now, that connection felt like a shackle, binding her to a reality she could barely comprehend. Her life, her ambitions, even her sense of self, had been interwoven with Thorne's success. The thought of forging her own path, of standing alone, filled her with a crippling fear. Her writing, once a source of joy, now felt tainted, a reminder of her disillusionment.

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