“Published!” she whispered, a thin, reedy sound, staring at the online article. The byline read “By Daniel Miller.” Her stomach churned. He’d taken her words, her ideas. He’d taken her… everything. But all she could feel was… a deep ache.

Her hands trembled as she reached for her phone, intending to send a message. She deleted the message. She tried to type an email. She deleted the email. She bit her lip until it bled. She couldn't risk damaging her reputation, or worse, making her superiors mad at her.

She slumped back in her chair, the weight of the injustice crushing her. She felt like an empty shell. She felt her life was not her own, and she didn't know how to reclaim it.

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