The sterile white walls of the apartment seemed to close in on Amelia as David argued against a hamster. She felt a cold dread creep through her, a familiar fear of being alone and adrift. The prospect of an empty space to return to at the end of the day paralyzed her with dread.

"I just... I want something to take care of," she mumbled, her voice catching in her throat. She needed something to tether her, to solidify her existence.

David shook his head. "It's a tiny animal, Amelia. We have enough to worry about." The practicality of his words only increased her sense of isolation.

She felt a wave of nausea. The thought of facing the darkness without any sort of support filled her with icy terror. Her fingers trembled as she reached for a glass of water.

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