The vibrant music and the promise of dancing seemed to call out to him. Liam was excited. But then, a quiet dread began to creep in. He had planned a small get-together. His friend, Alex, was hosting a massive party on the same night. The sheer scale of Alex's event made him feel small.

He felt the weight of expectation pressing down on him. He wanted to cancel his party. He felt ashamed of his small gathering.

He spent the next few hours agonizing, checking the guest list, and contemplating cancelling. He felt paralyzed by the thought of going against the grain. He needed Alex's nod of approval. He wanted to be a part of the bigger picture.

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