The email arrived late, a digital sting. A fan had tattooed her "Ephemeral Bloom" series on their back. Sarah felt a surge of… something. Her heart hammered against her ribs, a frantic bird trapped in a cage. She scrolled through the accompanying photos, each image fueling a strange anxiety.

Her first instinct was to reach out to her husband, David. He was the anchor in her storm of thoughts. She picked up the phone, her fingers trembling. She needed his perspective, his grounding presence. She needed to be told it was okay.

She read the email again, line by line, scrutinizing every word. Each sentence was a potential judgment. She craved their opinion, their reaction, a sign that she was still worthy.

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