He was there, leaning against the bar, a tall, dark silhouette against the shimmering backdrop of the dance floor. Maya felt a bead of sweat trickle down her back. A knot tightened in her chest. Everything had been going so well, so *independently*, until this moment.

She reached for another mini-quiche, the salty flavor doing little to soothe the growing unease. She hadn’t realized how much her sense of self relied on his approval.

Her fingers fidgeted with her clutch. She wanted to dash to the restroom, to lock herself away from his sight. She felt a familiar pull to the familiar, to the comfort he provided, even when that comfort had been stifling.

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