His fingers trembled as he typed, the glow of the screen illuminating the anxious frown etched onto his face. He'd been alone all day, the silence amplifying the echo of his own anxieties. The text was a Hail Mary, a desperate attempt to break the oppressive solitude. He just wanted someone to acknowledge his existence, to tell him he wasn’t a burden.

He aimed to send the message to his girlfriend, hoping for a soothing reply. But, in a moment of pure clumsiness, he accidentally selected his mother’s contact instead. The immediate regret flooded through him like a tidal wave. She had been clear about her boundaries.

He closed his eyes, bracing himself. His hands were clammy, and he felt a cold sweat prickle across his forehead. His mother’s response, he knew, would likely be one of frustration, which would further deepen the existing cracks of his fragile mood.

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