“This can’t be happening,” Mark muttered, pacing his small apartment. He rubbed his temples, trying to ward off the throbbing headache that had started the moment he read the email. He had poured his heart and soul into his research, and into his relationship with Dr. Lee.

He had even imagined them, years from now, sharing a celebratory drink after his graduation. Now that image felt fragile, like a dream that was about to shatter. He looked around his room, the walls seeming to close in on him.

He picked up his phone, then quickly put it down. Calling his parents was out of the question; he couldn’t face their questions. He slumped onto the sofa, the silence amplifying the turmoil inside.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228