The invitation felt alien in Maria's hand, a stark reminder of the life she'd been living since she'd been living on her own. She wished she had someone to ask, someone to talk to, someone to tell her what to wear. She felt incapable of making choices without a guiding hand.

Her gaze fell on her reflection in the window. A stranger stared back. She felt disoriented, adrift in a sea of uncertainty. She had no compass.

The reunion date loomed, a black hole in the calendar. The idea of navigating the evening alone filled her with a profound sense of inadequacy. A single tear traced a path down her cheek.

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