The sunlight seemed too bright, the world too loud. It had been Liam who always handled the phone calls, the errands, the social interactions. Now, the thought of navigating the grocery store alone, of making small talk with the cashier, brought a wave of nausea. She had always leaned, quite naturally, into his ability to navigate the world.

She sat on the edge of her bed, her hands twisting in her lap. The soft comforter felt scratchy against her skin. She had never really learned how to be alone. Liam had always been there to smooth over the rough edges of life, to make decisions, to offer a comforting presence.

She pulled out her phone, scrolling through their countless shared photos. Each image was a fresh stab, a reminder of the easy laughter, the effortless connection, the shared life that was suddenly fractured. She started to cry, unable to stop the tears that poured out as she considered the emptiness stretching before her.

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