Liam stared at the email, his eyes struggling to focus on the carefully worded announcement. His jaw clenched. Heโ€™d just managed to save enough for that trip to see his sister. Now, it was all going to be different, wasnโ€™t it? He felt a sudden, profound tightness in his shoulders.

He rose from his desk and paced the length of his apartment, a cramped space heโ€™d come to cherish. The scent of his old coffee table seemed to fill the room, now a painful reminder of lost comfort. The world had shifted, tilting him off balance. He rubbed his temples, a dull ache throbbing behind his eyes.

He needed to get out. He grabbed his keys and jacket, the metal cold against his skin. Maybe a walk, a drink โ€“ anything to quiet the turmoil churning inside him. The city lights, usually a comfort, now seemed to glare, mirroring the disquiet in his soul.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
๐Ÿ˜ฉ0.266
๐Ÿ˜ซ0.256
๐Ÿ˜ฐ0.239
๐Ÿ˜–0.237
๐Ÿ˜ž0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169