The news felt like a betrayal. Amelia sat stiffly in her advisor’s office, her hands clenching and unclenching on her lap. Dr. Harding’s calm and steady presence had been her rock for the past three years.

She had envisioned her future intertwined with his, a continuation of their shared projects, their intellectual discussions. Now, that future had dissolved. She felt a deep hollowness, a sense of being untethered.

The questions swirled in her mind: Who would she turn to for advice? Who would champion her work? The world felt frighteningly open, full of unknown variables. A chill ran through her, despite the warmth of the office.

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