The aroma of freshly brewed coffee, usually a source of comfort, now filled Eleanor with a sense of dread. She overheard the water cooler chat: the new marketing hire was making more than she did. A cold wave washed over her.

She avoided the common areas, the social gatherings. She couldn't face the casual banter, the easy camaraderie of her colleagues. Everything felt delicate, fragile. She gripped her hands.

That evening, she found herself meticulously cleaning her apartment, scrubbing away at any hint of imperfection. She had to ensure every aspect of her life was perfect, under control. She couldn't afford a single slip.

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