"Okay, so you just log in here…" Maria instructed, her voice flat. She pointed to the company website, feeling a dull ache behind her eyes. Across from her, Brenda, the new intern, sat with a notepad and pen, her expression eager, absorbent. Each click, each question from Brenda, felt like a tiny chisel, chipping away at Maria's sense of purpose.

She found herself hovering, correcting even the smallest errors, feeling a growing dread with each step that Brenda took. Her entire life was here. She knew everything, had been here for years. She thought she was irreplaceable.

A lump formed in her throat. She looked away, staring out the window, at the distant city skyline, which felt unfamiliar. This was wrong. It just felt wrong.

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