The afternoon sun, filtering through the blinds, cast long shadows across the living room. Sarah, already late for her book club, sank onto the couch, the letter clutched in her hand. Found it tucked away in an old trunk. Addressed to a childhood friend, a confession of sorts.

She ran a finger over the crisp paper, the memories flooding back, a tidal wave of regret and embarrassment. She should probably just throw it away. It felt wrong to read it, but she couldn't seem to stop herself. Her heart was hammering against her ribs. She took a deep breath. She wasn’t going to read it. She stood up, grabbed her keys and walked out.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216