“Ride a horse.” Evelyn’s heart pounded as she stared at the list. Her mother, a woman of fierce independence, whose spirit she had always admired from a distance. Evelyn sat in her mother's living room, surrounded by her things. She found comfort in the familiar objects, but a deep uneasiness began to creep in.

Her mother's life had always been a mystery to her. She was always busy. Always had a plan. Always knew how to do everything. Evelyn had always been shielded. Now she was completely exposed.

“Start a business.” The words seemed to jump off the page, mocking her. Evelyn felt a familiar pressure in her chest, a feeling of being suffocated by her own limitations. She could barely manage a phone call without crumbling. How could she possibly run a business?

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