“Pizza and board games, cool, right?” Ben had asked excitedly, already halfway through organizing the event. Sarah stared at the colourful flyer for Chloe's party. A pool party. Everyone was going. Sarah felt a shiver of anxiety course through her. She was so excited about Ben's party. She'd agreed to bake the cake.

When Ben asked her what she thought of his plans, she felt her throat close. Sarah mumbled, “I thought it would be a bit more…exciting.” The words felt wrong even as they left her lips. She immediately regretted it. She felt a strong compulsion to apologize and change her mind.

Later, she found herself at Chloe's, awkwardly navigating the throng of laughing teenagers. The water felt cold against her skin. She felt a strange emptiness. Something was missing. She stared across the pool, wishing she was somewhere else, anywhere else. She missed the comfort of Ben's familiar presence.

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