He ran a hand through his hair, the gesture rough enough to tug a few strands loose. Liam stared at the empty beer bottle rolling slowly across the coffee table. Across the country. That's what Maya had said. As if it were a casual thing. As if their years of friendship, the late nights, the inside jokes, the shared history, didn't mean anything.

He felt the muscles in his shoulders knotting up, a familiar tension that always arrived when he felt powerless. He wanted to scream. He wanted to plead. He wanted to do something, anything, to stop her.

He picked up the bottle and hurled it against the wall, the glass shattering. The sound barely registered against the roar in his ears. He wasn't even sorry.

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