Clara felt a sudden, suffocating tightness in her chest as Ben dismissed the idea of a dog. He just didn't get it, the unspoken need for a warm body, a presence that would stay even when she felt like she’d failed. The apartment felt vast and echoing, a hollow shell of brick and dust without the promise of a wet nose and wagging tail.

"But... companionship," she stammered, twisting her hands in her lap. The empty chair opposite her was a constant, gnawing reminder of her own insecurity.

Ben sighed, leaning back in his chair. "We barely have time for ourselves, Clara. A dog would be a disaster." His casual tone only intensified the fear pooling in her stomach.

She couldn’t imagine another night curled up on the couch by herself, the silence amplifying every doubt, every worry. The dog, the presence it promised, felt like a lifeline. It was essential.

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