The cream-colored envelope felt heavy in Amelia's hand. Inside, a glossy invitation, promising a night of nostalgia and catching up. She stared at it, her stomach twisting. She wished her mother were here to tell her what to do. Picking an outfit, deciding whether to go at all – all the simple things seemed monumental without her. A wave of dizziness washed over her. She clutched the envelope tighter, the paper crinkling under her grip.

"Just… talk to me," she whispered to the empty room. Her phone lay on the coffee table, a silent, useless observer.

She considered calling her sister, but the thought of needing to explain, needing to be guided through every single step, made her hesitate. Each decision seemed impossible without her mother. The reunion was in three weeks. The time stretching ahead of her felt like a vast, empty expanse.

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