The invitation felt like a physical weight in Leo's hand. He'd been looking forward to Maya’s party for weeks. Now, this… Liam's invitation, printed on thick cardstock, promising a rooftop soiree with a live band, arrived this morning. Leo knew what he should do, what was expected. He texted Maya, his thumbs fumbling, explaining the scheduling conflict. His stomach clenched with each tap.

“Are you sure you wouldn’t rather go to Liam’s?” Maya’s reply was terse. Leo felt heat prickle his cheeks. He wasn't sure. He wanted her to tell him what to do. His mouth opened to send a text, but then he quickly backtracked. He felt a throbbing sensation in his temples.

He found himself wandering the halls of his apartment, running his hand along the walls. This was a lot. He needed a decision, but he couldn't form one. He paced, glancing at his phone every few seconds. He didn't know what to do without Maya's influence.

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