The realtor had gushed, "Charming! A real find!" Now, Eleanor felt anything but charmed. The police tape photographs, discovered tucked beneath a loose floorboard in the master bedroom, showed a different story. Bloodstains, outlined in chalk, splattered across the very hardwood she'd just waxed. A wave of nausea hit her; she clutched the edge of the kitchen counter, needing the support. Her lease was up at the end of the month, but even the thought of searching for a new place, of packing, of being alone, sent a shiver of dread down her spine. The house, stained as it was, at least offered a semblance of stability she craved.

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