The sun beat down on the empty apartment, its harsh rays highlighting every speck of dust. Daniel, sweating profusely, sifted through his grandfather's belongings. His grandfather had been a pillar of strength, a constant in Daniel's life. He had organized the old man's things when he passed, though the task always made him ill at ease.

He found a small, ornate box hidden beneath the wardrobe. Inside, nestled amongst cuff links and a worn pocket watch, was a letter. It was a draft resignation letter from his grandfather’s military service, dated shortly after his wedding. The letter spoke of a crushing pressure, of feeling a lack of agency, of a deep-seated unease that had permeated his life.

Daniel’s breath hitched in his chest. He always imagined his grandfather in uniform. The man was a symbol of strength and self-reliance. He read the final, rewritten line: “I am no longer sure I can.” He felt a sudden, suffocating feeling. His grandfather had always made decisions. He had always guided Daniel's choices. He reached for the phone. He needed someone, anyone, to tell him what to do.

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