Clara watched Dr. Chen pack his things. He moved with a practiced grace, a kind of elegant detachment that made her stomach churn. He’d been her academic compass, her guiding star. Now, he was going.

“So…what now?” The words tumbled out, sounding foolish even to her own ears. Her hands fidgeted with a pen, clicking it on and off, the sound amplified in the suddenly quiet room.

Dr. Chen paused, his gaze briefly meeting hers. “You’ll be fine, Clara. You’re ready.” But the way he said it, with a gentle smile that didn’t quite reach his eyes, felt hollow. A cold wave washed over her; the assurance was not enough.

She looked around the office, at the shelves lined with books that Dr. Chen had guided her through, and felt a profound sense of disorientation. The future, once a clear path, was now a swirling mist.

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