He paced the small, cluttered apartment, the worn rug a familiar comfort beneath his feet. He couldn't sit still. Each step was a tight, clipped movement. The air felt thick, stifling. He’d just received the rejection email, the one that meant everything to him. The words blurred before his eyes: “We regret to inform you…”

He stopped pacing, running a hand through his already disheveled hair. A wave of heat washed over him, making his skin prickle. He had to breathe. He needed help.

Then, the name surfaced in his memory: “Dr. Eleanor Vance, Therapist.” It was the therapist his sister had recommended. Eleanor Vance. The same Eleanor Vance who had terrorized him throughout his childhood. He had no other choice.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229