The clinking of glasses, the murmur of conversation, everything became a dull roar around Emily. Her breath hitched when she saw him, Daniel, near the cake table, chatting with a group of their shared acquaintances. She felt utterly exposed.

She felt a phantom sensation, the way his hand used to rest on her back, the constant assurance of his proximity. She felt lost, as if she didn't know who she was without him.

She scanned the room, looking for an anchor, a friendly face to cling to. It felt like she needed to ask permission to breathe.

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