"He's late," Leo muttered, staring at the clock on the wall. He'd taken the afternoon off to meet her. He’d told his boss he had a doctor's appointment. He felt a simmering heat in his cheeks. He’d made plans. Reservations. He’d even cancelled his gym class.

The apartment felt too small, too confining. He paced the living room, his steps restless and erratic. He checked his phone again, the screen blank. He ran his hand through his hair, tugging at the strands. Then, the doorbell rang. He steeled himself, opening the door.

Standing there was a woman with a familiar face, a woman he knew, but wasn’t expecting. He felt a sudden, sharp jolt in his chest.

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