The news struck Eleanor like a physical blow. Her apartment was her refuge, a safe harbor. She’d spent years creating a world within its walls, a carefully curated space filled with familiar objects and routines. The thought of losing it terrified her.

She'd never managed a bank account or paid a bill on her own. She’d always relied on her late husband for that. Now, she felt adrift, lost at sea without a map or a compass. The sudden change felt like an unwelcome shift in the tectonic plates beneath her.

She paced her living room, her hands wringing. She felt trapped, vulnerable, the walls of her apartment suddenly seeming flimsy and inadequate. She needed… something. Stability. A familiar voice. Her phone rang, and she jumped, startled.

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