Liam was pacing, the linoleum cold beneath his bare feet. The administrator’s words echoed in his head: “A mix-up.” His scholarship, the key to escaping his small town, was a mistake. He’d envisioned a future built on his own merits, on his own ambition. Now, that future seemed to dissolve.

He ran a hand through his hair, a nervous gesture. His roommate, a wealthy kid, was off at a party. Liam usually scoffed at those gatherings, but tonight, he craved the easy camaraderie, the effortless confidence that oozed from guys like him. He felt trapped in a suffocating bubble of his own making, a bubble that was now bursting.

He looked at the worn textbooks piled on his desk, the endless readings, the late-night study sessions. All for naught? The thought made him feel sick, as if the ground beneath him had shifted. He sunk to the floor and wished for someone, anyone, to come and tell him everything would be okay.

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