He slammed the car door a little harder than necessary. "Just great," he muttered, the words barely audible. The parking spot he'd been circling for had been taken. Again. He felt a rising tide of fury. Everything today had been a struggle. The traffic, the phone calls, the pointless meeting. It was all pointless.

He wandered through the yard sale, his gaze sweeping over the haphazard displays. Then he saw him. Barnaby. He remembered the feeling of security when he held it. He felt like he wanted to scream at the sky. He felt like kicking something.

“How much?” he asked the woman behind the table, his voice flat. She replied, "A couple bucks." He paid, then walked away, the bear a useless weight in his hand, a painful reminder of everything he had lost.

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