Rain lashed against the window of the art gallery, mirroring the storm brewing inside Clara. She'd driven hours, fueled by a vague hope, a desperate need to reconnect with Sarah, her childhood confidante. When Sarah walked up to her, she looked at the woman with a hopeful gaze. Sarah blinked. “I’m sorry, do I know you?” Clara felt something inside her deflate like a punctured balloon.

She'd crafted a carefully curated outfit, a deliberate echo of a favorite dress Sarah had once admired. Her stomach churned. The exhibition, a showcase of local artists, was filled with people, but Clara only saw Sarah. “We… we used to build forts in the woods behind your house,” Clara stammered, her voice barely audible above the drumming rain. "We were inseparable."

Sarah's polite smile faltered, replaced by a flicker of confusion. “Oh, right. Well, it's nice to meet you, anyway.” Sarah began to move away to speak with a group of people, and Clara’s hand rose, as if to grab a lifeline, and dropped. Her legs felt heavy, rooted to the spot.

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