It was the little things that were already starting to unravel her. The shared coffee runs, the spontaneous movie nights, the inside jokes that had become the language of their friendship. All of these now felt tainted with an undercurrent of melancholy. She didn't know how to function independently.

She found herself staring at the empty chair at the kitchen table, the spot where Liam always sat. The silence in the apartment was deafening, punctuated only by the rhythmic ticking of the clock, each tick a painful reminder of the passing time, of the inevitable departure.

She opened the fridge, searching for something to eat, but nothing appealed to her. She’d always relied on Liam to make decisions about meals, about what to do, about everything. The idea of choosing for herself, of navigating her own life without his constant input, felt overwhelming, a task she wasn't sure she could successfully achieve.

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