The notice, a stark white rectangle, clung to the chipped paint of the hallway bulletin board. Sarah stared at it, the small hairs on her arms prickling. Condominium conversion. Her stomach immediately twisted, a familiar ache she usually quelled with a second helping of pasta. She hadn't cooked dinner for herself in… well, a while. Her landlord, Mr. Henderson, always fixed things. He’d even swapped out the lightbulb in the hallway last week. Now, that would be *her* job.

Panic seized her. She clutched the strap of her oversized bag, feeling the weight of it, the comforting heft of its contents. Would she have to… move? Find a new Mr. Henderson? The thought choked her, a physical pressure in her throat. She pictured the chaos of packing, the unfamiliar faces of movers, the sudden, jarring silence of a new place.

She hurried back to her apartment, fumbling with the keys, her fingers clumsy and unsure. The familiar scent of cinnamon from the bakery downstairs usually soothed her. Tonight, it felt cloying, suffocating. She locked the door, leaned against it, and let out a shaky breath.

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