The humid air of the dorm room hung heavy as Sarah shuffled in, her backpack a burden she wasn't sure she could shoulder. The sight of Emily, her roommate, perched on the edge of Sarah's bed, holding her journal, sent a jolt of ice through her. "Oh, hey," Emily said, a little too brightly, holding it up. "Just saw this lying around. Didn't realize you kept a diary!" Sarah swallowed, her throat suddenly tight.

She hated confrontation, hated making waves. She managed a weak smile.

"Yeah," Sarah mumbled, her gaze darting around the room, as if seeking an escape route. Her hands fidgeted. She found herself reaching out to the bed frame for support, then slowly pulled her hand back. “What did you… uh… think?”

Emily's expression was open, but Sarah could tell it wasn't genuine. She could feel the blood rushing to her face.

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