He glared at the lilies, their cloying scent filling the small apartment. He ran a hand through his hair, tugging at the strands. The florist had already been and gone. Now the silence felt oppressive, the walls closing in. He slammed his fist on the table, making the vase rattle.

This wasn’t a game, it was an intrusion. He paced, the floorboards creaking under his weight. He’d asked them to stop sending them, but they just kept coming. Who was it, and why couldn’t they just leave him alone? His chest felt tight, constricting with each breath.

He kicked a discarded shoe across the room. He needed to get out. He needed air. He grabbed his coat, the collar scratching at his neck.

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