He stared at the blank screen, the cursor blinking mockingly. "Typical," Alex muttered, the word a venomous whisper. His programming guru, Ms. Rodriguez, the woman who had unlocked his potential, was no longer in the office. A single Slack message: “Taking a break!” A break? After all the time they spent together, all the coding sessions, the late nights. Alex slammed his fist on the desk, the impact sending a jolt through his arm. He couldn't believe it. He spun around in his chair, suddenly restless. The world seemed to have tilted.

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