The bitter taste of rejection lingered on Elara's tongue, mirroring the metallic tang of fear. She'd envisioned the glowing, self-cleaning kitchen sink – a marvel of modern convenience – as her ticket to independence. But the patent denial had sent her spiraling. She sat hunched in the corner of her tiny apartment, the city lights outside blurring into a meaningless smear. She was scheduled to be married in six months to a man she had been seeing for a year. The thought, once a comfort, now felt like a lead weight pressing down on her chest. She had promised herself freedom, a life built on her own terms, but the sink seemed to be sinking.

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