The clipboard shook in Maya's hand. It was a flimsy piece of paper, bearing the weight of crushing disappointment. She hadn't made the varsity cheerleading squad. Her vision blurred, the gymnasium lights swimming. The air felt thick, difficult to breathe. This was it. Her entire world, for the last four years, revolved around this. Her friends, her status, everything. Now, a black hole seemed to be opening beneath her feet, ready to swallow her whole.

Her mother's car, waiting outside, suddenly became the only safe haven. She imagined the familiar scent of vanilla air freshener, the gentle hum of the engine. She just needed to get there.

"Hey, Maya!" a voice chirped. It was Sarah, one of the cheerleaders. Maya managed a weak smile, but her stomach churned. Sarah was the key, the keeper of all things cool. How could she face her now, a rejected failure?

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