“They’re selling the building,” Mark muttered to his cat, Mittens, as he filled her food bowl. Mittens, oblivious, blinked up at him, her whiskers twitching. He relied on the routine; the predictable rhythm of her needs anchoring him. The lease was up soon. Suddenly, an impending void opened within him.

He pictured the complex forms, the mountains of paperwork. He hated paperwork. He’d always let his mother handle that, even after… well, never mind. Buying a condo? He couldn't even manage the leaky faucet in the bathroom. He’d called the superintendent every time.

He felt a familiar hollowness in his chest, a sense of falling, a need to clutch at something solid. He picked up Mittens, burying his face in her fur. Her purr, a low rumble, was the only thing grounding him. He’d need to find a place that allowed cats. And a super who was handy.

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