The phone vibrated in his pocket, a jarring tremor that seemed to vibrate through his entire body. He pulled it out, already knowing what the notification would say. It was a friend request. From Kevin “The Hammer” Hamilton. His old baseball teammate, the one who always had a sneer on his face and a cutting comment ready to go.

He ran a hand through his hair, mussing it further. He stood at the bus stop, the cold wind whipping around him. He glared at the phone screen. He felt a pressure building behind his eyes. He leaned against the damp brick wall of the building, feeling the moisture seep through his jacket.

He needed to get away, to disappear. He felt a sudden, desperate urge to walk, to run. He looked up the street, at the endless flow of traffic, then back down, at the empty road ahead. He made a decision and began walking.

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