He woke up with a start, the morning light slicing through his blinds, illuminating the dust motes dancing in the air. The feeling of dread was instantaneous, a familiar weight pressing down on his chest. Liam’s imminent departure. He felt a deep unease. He felt as though the scaffolding holding up his life was being dismantled.

He lay in bed, staring at the ceiling, the familiar patterns of the plaster becoming blurry through unshed tears. He'd always relied on Liam to make the plans, to initiate the outings, to manage the logistics of their shared life. He felt a profound sense of inadequacy.

He buried his face in his pillow, the soft fabric doing little to absorb the rising tide of despair. The thought of facing the day, of navigating the world without Liam’s steady presence, filled him with a crippling sense of anxiety and a growing feeling of hopelessness. He felt like a castaway, adrift in a sea he didn't know how to cross.

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