Eliza paced the cramped apartment, her bare feet slapping against the hardwood floor. The air felt thick, charged. A vein pulsed in her temple. Liam's list, meticulously typed and printed, lay on the coffee table. "See the Northern Lights." "Write a novel." "Learn to play the cello." She had never once heard him mention any of these things. She picked up a coaster and slammed it back down on the table, the ceramic ringing out in the silent room.

She picked it up again, then hurled it across the room. It shattered against the wall with a satisfying *crack*. He wanted to go to Iceland, write a book, and play the cello? While she was stuck here, paying bills and eating instant noodles? A hot, stinging sensation burned behind her eyes. He was the one with the dreams.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212