The rumble of the cement mixer sent a shiver down Daniel’s spine, making him almost drop his phone. He was on his way to his therapy appointment, a session he’d almost canceled that morning. He knew he should be going out, exercising, starting new things, but that all sounded so difficult now. He’d spent years in a rut, and his neighbour's project had somehow made his isolation worse.

The air smelled of sawdust and fresh paint, a constant reminder of progress. He watched, from his window, the builders going about their work. He felt himself frozen by it, by the energy and direction. He considered the sheer volume of choices involved in a renovation, from tile selection to cabinet styles, and felt a pressure in his chest.

When he finally made it to the appointment, he found himself unable to speak, overcome by the feeling of being rooted. Instead, he just sat there, listening to the muffled sounds of the street, wishing he were anywhere else.

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