The sunlight felt aggressively bright as Michael walked out of the shop. His stomach twisted into a knot. He kicked a discarded soda can across the sidewalk, the sound echoing in the otherwise quiet street. He'd been hoping, praying even, that this would be the answer. He'd imagined the look on her face, a wave of relief washing over her. Now, this… this was worse than before. He could feel the familiar ache behind his eyes, a throbbing headache that threatened to break him down. He ran a hand through his hair, the gesture rough and impatient.

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