The attic air hung thick with dust and the ghosts of mothballs. Amelia, perched precariously on a rickety stool, brushed away cobwebs clinging to a trunk. Her father's trunk. Inside, nestled amongst yellowed photographs and faded letters, was a small, leather-bound journal. The words "Bucket List" were scrawled in his familiar, looping script. A tremor ran through her.

She flipped the journal open. "Learn to Tango." Amelia sighed, a weight settling in her chest. Everything had always been… arranged. He’d handled the bills, the car repairs, the social invitations. The thought of navigating a dance floor, of taking a single step without his steady guidance, felt impossibly daunting. Her stomach churned.

The next item read, "Visit the Grand Canyon." She squeezed her eyes shut, imagining the vast, sun-drenched landscape, and a cold dread seeped into her bones. She couldn't even plan a grocery trip on her own. The world, without him, felt vast and terrifying.

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