A tremor ran through Amelia as she read the message. "Dude, I'm, like, totally in your town!" Relief washed over her, followed by a knot of something tighter, more clinging, in her chest. She hadn’t left her apartment in days.

Her thumb hovered over the reply button. She typed, deleted, and retyped a simple "No way!" but the words felt too casual, too detached. She pictured Liam, her online confidant, and the imagined warmth in his smile.

Her heart hammered against her ribs. She couldn’t face the prospect of him disappearing again, of the screen being the only space they shared. She finally wrote, "Wanna meet up?" and the second that message was sent, she felt a cold dread as she knew she couldn’t back out.

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