Ethan slumped onto the couch as Noah flatly vetoed the idea of a fish tank. The vibrant colors of the living room suddenly seemed muted, drained of life. Ethan needed something to focus on, a living thing to tend to, something besides the internal chaos that threatened to overwhelm him.

"But it would be so relaxing," he pleaded, his voice laced with desperation. He felt exposed, stripped of his defenses.

Noah, engrossed in his phone, barely glanced up. "Too much maintenance. Not practical." The words were a dismissal of Ethan himself.

Ethan picked at a loose thread on the sofa cushion, the silence amplifying the frantic drumming of his heart. The thought of another day without any connection filled him with dread, a sense of falling, falling, falling.

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