The email arrived, a digital lifeline. "I'm here!" read the subject line. Sarah had always felt like her only ally in the world. Sarah, who understood her anxieties, the things she couldn't articulate. Sarah, who was apparently… here.

Her fingers danced over the keyboard. She crafted a carefully worded response, outlining her insecurities. She was afraid to meet, afraid to ruin the precious connection they shared. But the alternative – a life alone – was unbearable.

Her chest felt tight, constricted. She needed this connection. The thought of losing it was a yawning chasm of despair. She hit send, immediately regretting it. She was committed.

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